{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e9f9b3d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>交易编号</th>\n",
       "      <th>销售数量</th>\n",
       "      <th>单位售价</th>\n",
       "      <th>单位成本</th>\n",
       "      <th>总收入</th>\n",
       "      <th>总成本</th>\n",
       "      <th>总利润</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>物品</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>带鱼</th>\n",
       "      <td>18355</td>\n",
       "      <td>8529.0</td>\n",
       "      <td>203.80</td>\n",
       "      <td>79.02</td>\n",
       "      <td>46194.06</td>\n",
       "      <td>16091.42</td>\n",
       "      <td>30102.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>石榴</th>\n",
       "      <td>38664</td>\n",
       "      <td>59373.0</td>\n",
       "      <td>415.64</td>\n",
       "      <td>167.60</td>\n",
       "      <td>339411.70</td>\n",
       "      <td>135185.18</td>\n",
       "      <td>204226.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>苹果</th>\n",
       "      <td>42491</td>\n",
       "      <td>71488.0</td>\n",
       "      <td>505.26</td>\n",
       "      <td>180.50</td>\n",
       "      <td>409829.72</td>\n",
       "      <td>145062.54</td>\n",
       "      <td>264767.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>萝卜</th>\n",
       "      <td>35689</td>\n",
       "      <td>61306.0</td>\n",
       "      <td>447.14</td>\n",
       "      <td>161.38</td>\n",
       "      <td>385025.10</td>\n",
       "      <td>135305.36</td>\n",
       "      <td>242337.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>葡萄</th>\n",
       "      <td>40988</td>\n",
       "      <td>63647.0</td>\n",
       "      <td>342.60</td>\n",
       "      <td>132.56</td>\n",
       "      <td>285285.34</td>\n",
       "      <td>115894.50</td>\n",
       "      <td>169390.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西葫芦</th>\n",
       "      <td>43092</td>\n",
       "      <td>77674.0</td>\n",
       "      <td>439.68</td>\n",
       "      <td>177.70</td>\n",
       "      <td>384167.00</td>\n",
       "      <td>157655.00</td>\n",
       "      <td>222522.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鱿鱼</th>\n",
       "      <td>22073</td>\n",
       "      <td>10033.0</td>\n",
       "      <td>279.60</td>\n",
       "      <td>113.58</td>\n",
       "      <td>57042.14</td>\n",
       "      <td>26228.94</td>\n",
       "      <td>30813.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鲟鱼</th>\n",
       "      <td>20772</td>\n",
       "      <td>10875.0</td>\n",
       "      <td>254.28</td>\n",
       "      <td>109.14</td>\n",
       "      <td>60776.94</td>\n",
       "      <td>25430.44</td>\n",
       "      <td>35346.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鲩鱼</th>\n",
       "      <td>39997</td>\n",
       "      <td>69937.0</td>\n",
       "      <td>434.54</td>\n",
       "      <td>178.30</td>\n",
       "      <td>359828.02</td>\n",
       "      <td>148310.54</td>\n",
       "      <td>211517.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鲮鱼</th>\n",
       "      <td>74263</td>\n",
       "      <td>85852.0</td>\n",
       "      <td>886.82</td>\n",
       "      <td>362.34</td>\n",
       "      <td>513579.76</td>\n",
       "      <td>198582.80</td>\n",
       "      <td>311298.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鳕鱼</th>\n",
       "      <td>19557</td>\n",
       "      <td>9231.0</td>\n",
       "      <td>251.32</td>\n",
       "      <td>98.54</td>\n",
       "      <td>51472.02</td>\n",
       "      <td>18872.98</td>\n",
       "      <td>32599.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鳜鱼</th>\n",
       "      <td>33477</td>\n",
       "      <td>58312.0</td>\n",
       "      <td>336.58</td>\n",
       "      <td>139.70</td>\n",
       "      <td>306598.26</td>\n",
       "      <td>127307.66</td>\n",
       "      <td>179290.60</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      交易编号     销售数量   单位售价     单位成本        总收入        总成本        总利润\n",
       "物品                                                                  \n",
       "带鱼   18355   8529.0  203.80   79.02   46194.06   16091.42   30102.64\n",
       "石榴   38664  59373.0  415.64  167.60  339411.70  135185.18  204226.52\n",
       "苹果   42491  71488.0  505.26  180.50  409829.72  145062.54  264767.18\n",
       "萝卜   35689  61306.0  447.14  161.38  385025.10  135305.36  242337.74\n",
       "葡萄   40988  63647.0  342.60  132.56  285285.34  115894.50  169390.84\n",
       "西葫芦  43092  77674.0  439.68  177.70  384167.00  157655.00  222522.00\n",
       "鱿鱼   22073  10033.0  279.60  113.58   57042.14   26228.94   30813.20\n",
       "鲟鱼   20772  10875.0  254.28  109.14   60776.94   25430.44   35346.50\n",
       "鲩鱼   39997  69937.0  434.54  178.30  359828.02  148310.54  211517.48\n",
       "鲮鱼   74263  85852.0  886.82  362.34  513579.76  198582.80  311298.96\n",
       "鳕鱼   19557   9231.0  251.32   98.54   51472.02   18872.98   32599.04\n",
       "鳜鱼   33477  58312.0  336.58  139.70  306598.26  127307.66  179290.60"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd ##导入pandas库\n",
    "import xlwings as xw ##导入Xlwings库\n",
    "\n",
    "app=xw.App(visible=False,add_book=False)##后台操作Excel\n",
    "df01=pd.read_excel(\"待处理数据.xlsx\")#导入Excel文件\n",
    "df02=df01.groupby(\"物品\").sum()##以物品作分类汇总\n",
    "df02\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "00a086a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "workbook=app.books.add()##新建一个Excel文件\n",
    "sheet=workbook.sheets[0]##新建工作表\n",
    "sheet.range(\"A1\").value=df02 ##将分类汇总结果导入到表1中\n",
    "workbook.save(\"待处理数据分类汇总.xlsx\")##保存Excel表\n",
    "workbook.close()\n",
    "app.quit()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ffe23eb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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//As5335LyZYtqo6ndkZ+CQm0+3E+ZbYy+n3Rz+hw6sTX5MuFrS7kivgrGBw3uLJLFdiAqi7zPXqsUasHOiFq9SkCuAu4F1VXEmtuLrnffEPOV1951BpBdwsc0J/WM2dSUF7AkK+HGB2OyzQNaso1Ha7hmg7XEOEf4Xz4BKqizHuoajma5hY6IWr1oQNqbdptzsoxZUlJZM+cSd68+cjSBrF+u1EJGTOaFq+/TlpxGiO/H2l0OC7nb/bnknaXcHOXm4kPjwdASlkqhPgCeBXYbWiAmkfSC/M1dxHACNT44CVCoXD1arI//Yyi33/X3aJ14KxSU1TumVscltpKmZ04m9mJsxncbDA3d7mZoS2G+gOTHF9zgGeALYYGqnkUnRA1VxOoepFPA71A7Q2YN/9HsmfOpCwx0cjYPIazsHdeeZ7Bkbjf2hNrWXtiLW1C23Bzl5u5Iv4K/Mx+E4AJwALgP6jC3ZpWJ6ZzH6Jp1TYQWIFacN3LmplJxhtvcmDEhZx48kmdDF3IWdg7tzTX2EDqUXJ+Ms+se4Zxs8fx2a7PKLGWgPrw9QfwE2o7L02rNZ0QNVdIQM0EXAcMtebkkPrscxy48CIy337bayvJuJOzjqk7Cns3dBklGfx3438ZM2sMH+74kOKKYlCJcSMwH7Xhs6bVmE6IWl3EAv+TUu4GrraXlpL53nskjRpNzsyZyHI9U95dnGOI9VXYuyHKKcvh9c2vM3b2WD7e+bGzxXiplHI7akZqU2Mj1BobnRC12ggGnpJSJgHTsNstubNmkzRmLBmvvoa9sNDo+DyeOSIcoEGXbKsvOWU5vLrpVcbNHsfXe7/GJm0m4C4pZSLwBBB4jlNoGqATolYzPsAUKeUBYIYQIrhg+XIOXXElJ554AmtamtHxeQ3nGOLxwuMGR9JwZJVm8ewfzzJh3gSWH1mOECIYNblrPzAR/X6nnYNeh6hVhwCuAJ4DOgKUbNtG+n9fpnjDBiPj8lodNm7AHBzc4At7G6l/0/480u+RqltRbQXuB1YZFpTWoOmEqJ1LJ+BdYBhAefJh0l99lYJFi4yNyps10sLeRhAILml3CQ/0eYCmQZVDip8AjwLeNyNJOyvdhaCdiS/wpJRyGzDMmpVF6n+eJmn8eJ0MDWZxTKiRuu71OUkkPx38ifFzx/P21rcpt5UD3C6l3Afchur90DRAJ0Tt9IagKoD8Rwjhm/v9LJIuvoScr74Cq9Xo2Lyec0JNhb3C2EAakTJbGe9se4cJ8yew7sQ6hBBRqJbiclQviKbphKj9SQtgjpTyd6BLWXIyh2+9lRNPPok9z/MrogBkWq1UNPBhBOeSC0drR6uBw/mHmbx4Mo+vepzskmyAYY5lGk8DAcZGpxlNJ0TN6XopZbKU8kpsNpH57rscuvwKitc3/kkzmVYrNx85XHn/idQT3HA4mXez1MYJX+bkcO3hZIrtdlYXFeEjGnYvmnOGqWNBulYLPx38iUt/uJRZ+2chhPBBLc/YDDTuvbS0OtEJUQtBTZr5WghhFkJgy88n47XXkWVlRsdWZ3k2G/88cYISux2AJQUF2KXk69ZtOFpeQXJ5OXvLSrkqLIydpSUEmBp2MoSTdUwLK/R6z7rIL89nxtoZ3PLzLSTlJgF0klKuA6ajlhhpXkYnRO82HNgO3G2z2tn4czJlJVYskZE0eeJfBofmGmbg5bg4gk3qV319cTFjQtTu7OcFBbG5pBgJWCWsLirmgqBg44KtJmcLMb883+BIPMPWjK1c99N1zNw1EyGEGfg3sBo9tuh1dEL0ToGonciXA20yjhTw3bMb+GP+QVbPUgW4I268Ed927YyM0SWCzWZCzObK+yXSThOL2uQlzGwmy2rjvMAgfisspKnFwrTjx/ijuGFvqeQcQ/Smwt7uVmYr46WNL3HHojtIKUwB6C+l3ALch36f9Br6P9r7dEWNldxvt9lZ/9MhZj2/kewUlQT2rD7B0T3ZCJOJlh9+YGig7hAoTJQ5Js0U2+3YkYwLDWVadDQhZhPDgoJZUlBgcJRn5yzsnVmiN493tQ2pG7hq/lXMOzAPIYQ/8AawGDXhTPNwOiF6l+uklOuBjlnHC/n++Y1s+OkQdvufZ1Uu/2IvFWU2fOPiiHn4YWMidZOu/v5sKlGTUfaWldLcRw0VHS4vp6WPL75CYDcywGpwLrvIKM4wNhAPVVhRyBOrn+CB5Q+QXZoNcJGjtTja4NA0N9MJ0Tv4AK8A3wghAvetS2XW8xvJPHr6SRkFWaWsnXsAgKg7bsfSwnM+HF8UHMyP+fm8kJ7GooIChgUFU2izEW2xEO/ny3d5uQwODDI6zLNydpnqkm3utezIMibMm8CalDUIIaKllAtR44vmc7xUa6R06TbP1wT4Fhhmt9n5/ftEdqyoRkFoAVf+rQ9xCeGUHz5M0pix7o6z3uTZbKwpKqJfYCAxjvHExqT9ksX4tmzJHYvuYENq418W09CZhIm7ut/F1F5TMQkTwBLgJkA30T2MbiF6tsFSys3AsKLcMua+sqV6yRBAwrLP92Att+HbujVRU6a4NdD6FGY2My40tFEmQzg5y/RI/hGDI/EOdmnn3e3vMmXJFOdi/lGOLtTzDA5NczGdED2TAO6RUv4mhIhLSczlu2c3kJpUs2ozeeklrP/xEAAx992LJTbWDaFqNeLjgzk4GCklacXes92WNc+KtBrbm7X2xFqu+ekaNqdtRgjRXEq5Avgbuh6qx9AJ0fMEAJ8CbwkhfLb9epR5r26hOL92Zb62/nqUtOR8hNlMq48+cmWcWi14UmFva56Vg88eBMBWbCP55WQOvXSIw28cxm61k7U0i6QZSdjL7BTsLEBYjM876cXp3LnoTj7Z+QlCCAvwMurvzc/YyDRX0AnRs7QF1gC3VpTbWPzRLn7/PvEvs0hrQtoly2buwWa145cQT8TEW10WrFZznlLY21Zk49gHx7CXqTm9uWtziR4TTdtH2+IT5kPhjkJKj5QSMTSC4oPFmHwbzluVVVp5ZdMrPLD8AUqsJQC3Ar8CMcZGptVVw/kt0+pqnJRyE9ArL72Y2S9sJHGDa7rUslOK2PhzMgBNHnkEk2MMS6t/zvHDMlsjL6tngpb3tMTkr96Coi6KIribqhJkLbBiCbEgpUTaJIW7CgnpEWJktKe17Mgybvn5FlKLUkGNJ65HrfPVGimdEBs/AfxdSrlACBFxaHsm3z23kazjrq22snnhYTKPFSB8fGjlgQv2GwtnHdOSihKDI6kbc4AZc+BfVy8UHyjGVmQjMD6QkG4hFGwtwCfCh8OvH6ZwT8Or3bovZx83LLiBHZk7ANpIKdcC4wwOS6slnRAbNwG8ALyARPwx/yA/v7Od8hLX71lot0uWzdyL3Sbx79KF8Guvcfk1tHNzrkH0xMLe1kIrKV+k0PzO5gCEDQwj9opYzIFmQnqGkL+xYdZuzSzJ5PaFt7Pw0EKEECFSyp+A+9GTbRodnRAbLzPwPvCo3WZnyce7VbemG+daZBwpYMviwwghaPLEE5iCG34hbE9TWdi7rGEmh9qyW+0cfesoTa9uim+0b+XjZWll+Mb6qgk1DXgeUZmtjL+v/DvvbH0HIYQJVSv4NfR7bKOi/7MaJ1/ga2CStdzGz+/sIHFj/UzB37AgmewTRZh8fWn5wfv1ck3tJGcd09yyXGMDcbGclTmUHC4h/cd0Dj53kLw/8rCV2PAJ88Evzo+cFTkEdWnYFYQkkre3vc1jKx9zbt58P/AZeiupRkNXqml8goDZwJiyEisL3trOiQO59RpAk7ahXPVoXxCQ8ujfyf/pp3q9vjeLe+EFwi6/jO/3fc9/1v3H6HC0MxjUbBCvj3idQJ9AgB+B64DGPfDrBXQLsXEJR1XeH1NSUM4Pr2yu92QIkHYon23LjyKEoNkzT0NAQL3H4K2cyy7Si9ONDUQ7q3Un1jFp8SRnS/5SYCEQZmhQ2jnphNh4NAFWAEMKskuZ89/NZyzOXR/+mHeQvIwSTP7+tHr7bcPi8DbOMcQTRbqwd0O3I3MHty28zVlRaChq/1Fd7qkB0wmxcWgN/A70zEktYs5Lm8hNKzY0IGu5neWf7wEgcNBAgi+6yNB4vIUzIaYUpRgciVYdSblJ3PrzrRzOPwzQG1iF+nvWGiCdEBu+zlLK1UB8xpEC5r68mcKchrEo+/j+XHb+dgwhBM1fehF8fc/9Iq1OnMsudGHvxiOlKIWJv0xkb/ZegA6onp5WhgalnZZOiA1bXynlSiFE85TEXH54dQslBQ2rZNeauUkUZJdiCgykxRuvGx2ORxNeWtjbE2SVZnHHwjvYnrEdoA2wDGhuaFDaX+iE2HCdJ6VcLoSIPrwzix/f2OqWBfd1VVFqY8WXewEIHjaMoPP0jjju4pxQ4wmFvb1RQUUBU5ZMYXfWboD2qDHFZsZGpVWlE2LD1F1K+ZMQIiRxYxo/v7Mda4Xd6JjO6MiubPasPaG6Tl97FUz618odnN2ljb2wtzcrqChg8uLJzu7TBFRLsYmxUWlO+p2r4WktpVwohAhP2pLOko92Ybc1/BbB6u8TKcorwxwSQvOX/2t0OB7JYwp7e7n88nwmL55MYk4iQCdUUtQ7ZTQAOiE2LFHAIuemvks+2k1jqZtQVmzlt6/3ARAydiwBffsYHJHn8ZTC3pqqNDRp8SQO5B4A6ILaPirK2Kg0j0+IQojmQogLhBDnCyF+EkJcK4QYJYTY5njsAiFEayHECCHEcCHEDiHEGMftfY7vFwoh4twcahCwAOiYeayQBW9vx2ZtuN2kp3NoayaJG9MQQtDirbeMDsfjOFuInljY2xtll2YzadEkDuUdAuiO+vtv2PXpPJzHJ0TAH9UdcR6qBmgoquJLGRDteK4N0BG4DyhCDXS3AayO720Bd27I5gN8BwwsyCrlxzcb5gSa6lj17X5KCsuxhIfT7NlnjQ7HozjHED2tsLc3yyrNYtLiSRwvPA4wEPgeXfvUMB6fEKWUSUAy8C8gELgdmAaUAg8CDwObUf8Ww4FC4GbH1wnH9xuAw24KUQAfABeXFJYz/42tFOeVu+lS7ldSUMGqbxIBCLvyCvy6dDE4Is/hLOydU5ZjcCSaK6UXpzNlyRRySnNA7aW4AS94b26IPP4fXQjRE/gf8CbwLiopfgIcBx4DEoERwMXAf4HVwPOofQbvl1KOBOyAu6b2PQtMrCizseB/2w2vQOMKiRvTOLQtAyEErd5/z+hwPIZz2UVmSaaxgWgul5yfzHPrn3Pe7QksMTAcr+XxCVFKuQ24B9VlOglVIeJ2VLeoc8rKVuCfQA9gG6o1CSc3+LRIKW1uCO8B4B92m2Th+ztIS/acrrAVX+2jrLgCS3Q0TZ58wuhwPIJzDDGjOMPgSDRX6xHdg8cHPF71oQuBOw0Kx2t5fEJ08AFSUC3AJMf37ZwcwBaozTyDUEkzAdWt+qIQ4nbc06d/veOaLJu5hyO7st1wCeMU55WzetYBACJuuAHf+HiDI2r8nGOIurC3ZxnWYhgfjfmICP8IKMyAxU+qJ6R8DxhtaHBexlsS4pkWLzgfzwJeBj4GbkUV0p4AHJBSfoLrE+JIKeVMgDVzDrDvj1QXn75h2LPmBEd2ZyNMJlrpzYTrzNlCdEzA0DzA1QlX8/qI1/G3+EPmAXi1C6x5A1a9AkKYkXIWagaqVg+8JSEKYAjwCKpk0iOoMcOqIoAngZnAINQU6N5CiFDHc67SS0o5Vwjhs3XpEbYs9uwizSu+2Et5qRWfZs2IffQRo8Np1JwJ8WjBUYMj0Vzhnp73MH3IdMwmMyT/Dv/rCzbHhLpl/4Gds0GIEKT8GXD3si8N70mIPsCnUsrhwPuomVw5QD/UliylwFdAfynlxVLKNlLKccDfgI9Qk2xcIQqYK4QI3r8+ldWzD7jotA1XQXYpa+cmARB52+1YWrY0OKLGSfj4YA4K0oW9PYBFWJgxZAZTe01FSgnbvoFPL/nzQVLCD1PhyDoQogUwH7WETHMjIRtLKRQXE0KYUesSrVLK+igOaUa1OsekJecz57+bsFu95N9ewBUP9aZ5hwjKjxwhafQYoyNqdCyxMSSsXIlN2ug1s5fR4Wi1FGAJ4L/D/svQFkORUiJWvgjLz7JeNzASJi+HiDYAb6PmNmhu4i0txL+QUtqklCX1lAwBpgNjSgrKWfjeDu9JhgASln+xF2u5Dd9WrYi65x6jI2p0nGXbrPbGWbBBg0j/SD4a85EjGdoR8+87ezIEKM6G728Daxmo2fLXuz9S7+W1CbGejQeetNsliz/c1WA2+K1Peekl/DH/IAAx0+7B0kQX+K8JXdi7cWsZ0pLPx31O9+juYKtAfDEBtnxevRenbIFF/1S3pfwAVVVLcwOdEN0vXkr5BcAf8w5ybJ/3VhnZ9utR0g7lIcxmWn38kdHhNCrOJRe6sHfj0zWqK1+M+4JWoa2gvBjeGwpJy2t2kg0fOifZBKPKuwW6I1ZvpxOiewUAs4UQYQe3ZrB5kbuqvzUOUsKymXuxWe34tW9P5G23GR1So6ELezdO5zc/n0/GfkJkQCQUZ8EbvSB9d+1ONv9+yEwEtQzjTddFqTnphOherwI9ctOK+fXTWv4ReJjsE0VsWJAMQOwjD2OKcOWKFs/lrGOaV5ZncCRadV0RfwVvXvgmAZYAyD4Ir3SBwjrMEC4vhO8nguoluAOY6KJQNQedEN3nGuBua4WdRR/spLzUHZXfGqctiw6TcaQAYbHQ+qMPjQ6nUXB2meaW5Roah1Y9d/e4m6fPexqLyaKWTrzRG6yldT9x2i742bGeV8p3gG51P6nmpBOie7STUn4IsHpWIpnHdDdXVXa7ZNnne7DbJH6dOxN+3XVGh9Tg6cLejYNZmHlq0FPc2/tetcZw52z42MXLjLZ8AVu/BCECUOOJwa69gPfSCdH1fIFvhBChSVvS2fmbLrN1OplHC9m86DBCCJr865+YQty53WTj5xxDTC9ONzgS7Uz8zf68OuJVrul4jVpj+PtrMOsO91xswSPOschOwHuc3IhAqwOdEF3v/4D+BVmlLP98r9GxNGgbfj5E9okiTL6+tNS1Ts/KmRBTizyz7m1jF+4XzoejP2REyxFqjeFPD8Gv/3bfBSuK4buJUF4EcCMw2X0X8x46IbrWGOARu02y+KOdlBXrRdRnY7dKls3cg7RLAnr2JPTyy4wOqcFyjiHqwt4NT/Pg5swcN5OesT3BbkV8dR1s+sT9F87cDz/er25L+Qagd+OuI50QXScY1XXB+h8PknrQc/Y2dKe0Q/ls+/UoQgia/ec/EBBgdEgNkrOFeDjfu5fuNDSdIzvzxcVf0DasrZr9+f4ISFxcfwHsmAWbPwch/IAP0O/pdaL/8VxnBtA640gBmz18BwtX+2P+QfLSizH5+dHq3XeMDqfBEb6+lYW9M0r05sANxeC4wXwy9hOiA6KhOAfe7Aup2+s/kMX/goIToHb0mVL/AXgOnRBdo6+U8kG7XbL8i71IuxfVKXUBa4WdZY7x1sABAwgeNdLgiBoWZ3epHbuxgWiVxrcbz9sXvU2QTxDkHFb7GOYb1J1dmgc/P6puS/k80MKYQBo/nRDrzgJ8IIQwbf/1KBlHCoyOp1FKScxlx2/HEELQ/IUXwNfX6JAaDGdC1IW9G4Y7u93Jcxc8p9YYHtuoqs9UFBsb1J4f1ZcQIahdMfSs01rQCbHuHgB652eVsP6nQ0bH0qitnZNEQVYppsBAWrz5htHhNBiVhb2turC3kUzCxD8H/pMH+z6o1hjung8fXgSygbTcf34USvMBLgWuNjiaRkknxLppK6X8D8DKr/dTUWZsNZr84mxstsbbiqgos7H8S9V1Gjx0KEHnn2dwRA2DMyEWWw1uhXgxP7MfLw97mRs63aDWGK59C767xeiw/qzgBCydrm5L+Sag6yLWkE6ItSeAt4UQgfs3pHF4Z5ZbLpJfnM2r8x444/3fdv7Ai3PuoayihD3HNmI2W9wSR305ujubPatTVNfpa6+B2Wx0SIZzdpkWVRQZG4iXCvUN5f1R7zOy9Ui1xvCXx9REloZo0ydweA0I0QR4yehwGhudEGvvemBsWXEFv3+33y0XKC4r4PPlL1LmqIF46n2AY1kHGNJpHIcz9uFr8XdLHPVt9ewDFOWVYQ4OpvkrLxsdjuF0YW/jNAtqxsxxM+nTpA/SbkV8ezOsf8/osM5MSrU2UXWv3wlcaHBEjYpOiLUTKaV8HWD1rAOUFFS45SJCmLhj5BP4+wSd9j4AUmKz29h7dCNdWw5wSxz1razYym9f7QMgZPRoAvr2NTgiYznrmOaUee9emkboENGBLy7+gvbh7aGiFPHhSNi7wOiwzi0zEVZWNg7fR21Dp1WDToi185IQIub4/hz2rDnhtosE+AYR4Bd8xvsAnVr0Y+fhdYQHx/DeoifZf3yL2+KpT4e2ZbJ/QxpCCFq+/ZbR4RjKOYaYVeKebnntrwY0HcBnYz8jNjAWSnPhf/3UzvWNxerXnLVO2wNPGRtM46ETYs2NAO6wWe2s+HKf0bHQN34EF/e7lQDfYLq2GsjWQ6uMDsllVn27n5KCcsxhYTR7/nmjwzGMcwxRF/auH+PajuPdke8S7BsMecfgla6Qd9TosGrGVgHz71MzYKV8FOhldEiNQeOegVH//HGUZ9v4czK5aQ1j1l9G3nFiw1pQUl6opoN7iNLCClZ+s58xk7sRdvll5Hz5BaU7dhodVo0JPz8s0VGYI6NOfo+KxBwWBmYzQpjUFC2TCYTAuYTMXlSEPT8f33btAPA1+9IqpBWZJZl6xqmbTOw6kUf6OfYbTNkKH4xoOMsqaurYRlj/PgycYgbeBIYCnvMG4QY6IdbMQ0BCdorauqghKCkvIiQwgqYRrfl61auM69PApoLX0YFN6ST0z6Bdrxhavvsuieedb3RIZ2SJi8M/IQHf+Hj8EhLwT0jAp01rzEFB535xNdzV4y7u6nEXAIXlhSTlJpGYm0hiTmLld72BcO0IBI/2f5Rbujj+fvYugG9uNDYoV1j2f9D9GgiMOh+4GGgEg6DGEZ7UonCzcCnlISFE+LzXtnBsr57gUF8Cw3y5cfpA/AJ9yP76a9Jm/MfokDBHRhLYry+B/frh36MHfvHxmIPPuE9rOZAGpDu+nLezACvqU7vd8d15WwChQDgwFogEjgGxQFPOMFEiozijMjmuT13PhtQNlFhLXPEjeyxfky//d/7/MbbtWLXG8I/3YOFjRoflOoOnwZhnAXaguk4baZPX/XRCrL5ngH8d25vDvNca0eC6h+g0uCkXTeyCtNs5eMWVlO93z1KXMxGBgQQNGEDQkMEEDRmCX3z86Q5LB3ae8rUPyMG1XVUCiAa6A90c3523/9QcrbBVsCV9C2tS1rAmZQ17s/cida9ZpRCfEF6/8HX6N+2v1hgufhLW/s/osFzL4gf3bYKwlgA3A18aHFGDpRNi9cRKKQ8KIYJmvbCRtEN6aycjjL+vJ627RlGRmsqB4SPcfj1TUBAhI0cSevHFBA0ZjPDxqXxOSlkshFgLrARWoz59Gz3rxQS0RiXHfsAoKeUAIUTl5Lns0mzWpaxjdcpqlh9ZTkGF99bebRLYhHdGvkNCRALSbkN8fxvsmW90WO7R6ya44m2AQ0AnVK+FdgqdEKvnZeBvydszWfC2Adu7aAAER/hxw/SB+PpbyPr4Y9JfdH0hDuHnR/DwYYRefDHBw4Zh8lfFDqSUdiHEemAxsARYT+N4U4lELc4ejdrAupXziVJrKb8e+ZW5iXNZn7req1qO8eHxvDPyHZoGNVWL2D+9BI5tMDos9zGZYeoaiOkEcB/gYc1g19AJ8dyaSymThBB+3z6znsxjhUbH49W6Dm3O8Bs7Iu12ksaOo+KIa/ae9O/Zk4gbridk5MjKsUAppRRCrAS+AWYBmS65mHEE0AGVHK+gShWT44XHmXdgHvMOzCOlKMWg8OpHvyb9eOPCNwjxDVHFsN+7AHKSjQ7L/TqNh+u/BCnTEaI9oN/MTqET4rm9A0w5sCmNRR/sMjoWTcAVD/WmeYcIyo8eJWnU6Nqfy2wmZNQoIm+bSGCvXlWf2Qh8DXyHmsjiqdoAE4HbUV2tAKw7sY65iXNZnLwYq2y8xeJPZ0zrMTx7wbP4mn0hPwXeHqwW3nuLSUuhRX9Qi/WfdvXphRAWKU//S+PoupfylKQjhPCXUpae7jX1TSfEs2snpdwnJZavZ/zRYNYderuwmACue3IAPr5mMv73Fpn/q1nvjykkhPBrribyppvxaR4HgJQyRwjxPvARkOj6qBs0EzAcuENKeZUQwh8gpTCFT3d9ypzEOZTZGv/WUzd1vom/9/87JmGCtF3w3lDwtj0m25wPty0AKQsQoh0u7vUQQnwDxKAmkQ0B1lR52gI8CBwE3pFS3iSE2A78DOwHXgBSgQ+dpTHrm06IZ/cZcOuetSdY9tkeo2PRquh5UUvOvyYBabNx4KKRWFNTz/kac3g4UXdNJvy666quDUwEXkP9X+vtJNQyj+uB+4HOoErGzdw9k6/3ft0ol3AIBA/1fYjbu92uHkhcAl968XaBN8+G+JEArwAPu+MSQoh44HUp5SWnec4feFdKeZsQ4lvgeWA7MBs1POEjpfzcHXGdi06IZ9ZZSrlT2qXpi6fWUZDVIFr0moMQMOHRvjRtF0ZZ0kEOXvKXv7uTx/r5EXnrLURNnow5NNT58DLgVdSnU70u669MwOXAv4C+oBLjhzs+5Lt931FubwzzicDH5MMz5z3Dxe0uVmsMN34CCx4yOixjNe0BU1aBlGUI0QFwzUB8FUKIt4FlUspZpzx+BfAYqov+M6AtsBfYhfogtgRIk1LOdXVM1aFrmZ7Zf4QQpt2/p+hk2ABJCcs+34PNasevfTsi77zzrweZTIRNmED7RQuJffhhZzJcjHqDvwj4CZ0Mz8QOzAX6o2an/hEVEMVjAx7j56t+5or4KxCOEnMNVbBPMG+PfPtkMlz6b50MAVK3w45ZIIQf8G9Xn14I0ROYBNwvhFhR5evvUsofgA9RXalfA8NQBSj+CWwBJqC6Tw2hW4in1xvYbC238cVTaynKbRyfhr1R37GtGXRFe6TVyv5hw7FnqR0hgocNI+bhh/HvkOA8dAvqk+kSg0Jt7ARwCWoiRi+ATWmb+M/a/3Aw76CRcZ1WTEAM74x8h46RHdUaw9mTYddso8NqOCLbwbT1YLLYEaITLho3F0KEA78DhVLKQVUe7wVMk1JOFkIsAsJQLcMDwCZUwYC5qPWzz0opDVnsrVuIp/cMwM7fjutk2MBtWXyEjCMFCIuF1h99iCU2huZvvEHL9951JsNk1B9bP3QyrAuJalH3BW6RUqb3bdKXWZfO4r7e9+Fn9jM4vJPahrXli4u/oGNkR7CWIz4dr5PhqbIPwrZv1CarqkZznQnV/boSePIMh9iEENeiEuFeYBowCjADLYFS1DrZtq6IpzZ0Qvyr/sDF5aVWNjWQAt7amdntkmUz92C32fHr2JF2CxcSOnoUUspC4BFUVY4v0V2jrmIHvhCqVfGej9mHu3rcxdzL5zIkbojRsdE7tjefj/ucuOA4KCuEdwbBkTXnfqE3cpaok/I2IMoFZ2yJmkX6w1mOSQGeU5eVRUATTv6dPoKamWpzQSy1ohPiX90LsGvlcUoLK4yORauGsmIrBVmlCCEwBwYC/CSE6IKqMNT41ws0TDnAFNQb2I6WIS15b9R7vDj0RaL8XfHeWnMXtrqQ90e9T5hfGBSkwmvdISvJkFgahYy9kLgYhAgAptb1dFLKX6WUy1Dd612qjh+ixg2FlPJ3ILfKy7ZKKYejJuAMBz6taxx1oRPin0VLKa+TdsnOlceNjkWrhs7nNeP6JwcQFhuIlLIC+C9wGdDIdnRttNaiulH/LqUsHtd2HHMun8PgZoPrNYjrO17Pq8Nfxd/iD+l7VTIsya7XGBqlNZWtxHtR+726ghnYLaUc7vxCTbJxbjfoB/g6bvd3JMymju+3AT4YRE+q+bO/Ay8k78hkwVu6ZmlDZvE1MeLmTnQY0NT50GzgHowvsO3N2gAfACPt0s47297h/e3vY3fzBrv3976fyT0mqzsHl8PMK9x6PY8zZZVaiqGS1keuOKUQIkxKmeeKc9Un3UI8yYzqAmLnb7p12JCFxQZw9WP96DCgqXOs8GbgGnQyNFoyau/GfwuEnNZrGm9f9DYRfhFuuZjFZOGZ855hco/JSClh80ydDGtjTWWlp7+Ba9bSNMZkCDohVjUWaJuXUcKRXVlGx6KdQZvuUVzzeH+imgcD7BNCDEBNmtFdHQ2DDZghhBgjpcw8r/l5fH/p9/SM6enSiwRaAvnfhf/j8vjL1RrD5f8H8+9z6TW8xq45qq4rdKFKwXdvpBPiSfcA7Fp1HN2L3PAIAQMubcsl03riF2ABtWZpAKBr6jVMS4QQvYE1TYKa8OnYT7m1y60uOXGUfxSfjP2E85qfp9YY/jAFVrp+KzCvYauATZ86700zMBLD6TFEpZ2U8oDNKsVn/1hNaZGeXdqQ+PiZGTO5G627RTn3Jfwn8CK6VdgY+KCm2T8MMCdxDv9Z+x9ssnYz69uEtuGdke/QIqQF2Mrh8wmQvMqF4Xqp4Cbw0C7nQv02eOmkNN1CVKYIIcSBjWk6GTYwfkEWLn+otzMZZgkhxqCq4utk2DhUoNaXTZBSlkxImMBLw17Cx1TziYQ9onswc9xMlQzLi+Dd83UydJXCNNgz37lQ/26jwzGKTogQIKW8E/RkmoYmKNyXCQ/3oUmbUIBkIcRAYKnBYWm1M1cIMUpKmTeq9SjevuhtAi2B1X7x8JbD+WjMR0T4R0BhhlpWkbHPjeF6ofUfOG9NRi2N8Do6IcK1QojI9MP5pCUbUj5PO43Q6AAmPNKXyLhggN3A+YBeZd24rRZCDJVSpg2KG8QHoz9Qi+jP4ZoO1/Da8NfUGsPMRHi1CxTriW8ud2QtpO0EiAWuMjgaQ+iE6JhMo1uHDUdkXBATHu1DaHQAwHpgKKD/gzzDdiHEecChHjE9+HTsp8QGxp7x4Gm9pvHU4Kcwm8yqe/R//dTYoeYe6z903ppkZBhG8faE2A8YUFpUQeKGNKNj0YDY1iFc+XAfgsL8QO1ZOBLQzQHPkoRq8e+KD49n5riZtAxp+acDLMLCjCEzmNJzilpjuPVr+HS8IcE2ZGmFdipsLhxO3zUHrGWgqss0c92JGwdvT4j3AOxdcwJrha79bLTwJoGMv68n/kE+oAoEXwIUGBqU5i4pqJb/uubBzXl/1PvEBMQAEGAJ4I0L32BCwgS1xvC3F+CHKYYGW5/SCu1c8ElR5f0755Uw+KMinlmpyvL+b305/T8opKhcsijJio/ZhftSlubBgaUghACudt2JGwdvTojBUsrrAXau0r1xRgsM8+XS+3sSEOwLahf7a1HbwWieKxu1/c8fLUJa8N6o92gT2oaPx3zMBS0uQNrtiHnTYMVzRsdZb3JKJBN/KKGoXLX65uypwCZh7Z1BHMyxk5hlY2uqjUm9fdmQYiPIxw2bNO+s3CrrOtefvGHz5oR4iRAi4ERSHnnpJUbH4tV8Ayxcel8vQqMCANahkqFe/+IdClE9AXsSIhKYd8U8ukV3A1sF4ssJsPVLo+OrV2YTfHt1IKF+KtGtSLZxbVdVE3t0ewu/H7EhJVTYYXGSlXEJlrOdrnb2L4SKYoDzUPsTeg1vTojXABzYpMcOjWS2mLh4aneiWwSD2jR0PFB09ldpHiYLGA2Um4QJ7DZ4fxgkLTc6rnoX6icI8z/Z6isqlzQPUW/TkQGCtCLJ6PYWftpfQYtQE5d9XczyQ1bXBlFeBPsXOe9d69qTN2zemhCDpZSXACRtzjA6Fq8lBIy6owvNO0QgpUwBxqAn0HirY8BlSFmOyQx9XFPmrbEL9hWUWFX3aWG5xC7hum4+/Hu4H+H+gksSLMze44bOFC/tNvXWhHiJEML/RFIuRbl6/1ijDJkQT/s+sUgp84QQY4EjRsekGWoRQoxCynIGToEBk42Ox3B940z8fkSVuduWaqNNuHrLTsyy0z5C4GcR2N1RsylxCZQVgJqJH++GKzRI3poQrwU4sEnvFmSU+L6x9BrVCimlVQhxObDD6Ji0BmElQtwBwJjnoEU/g8Mx1hWdfPh8ewV/W1TKd7utXJJgIb9M0jTYRJcYM+9vKmdkOzeMI1pLYe8C5z2vaSV6Y3HvZlLKo0II8+dPrCE/U09krG+RzYK4+h/98PEzA9wPvGlwSFrD8xrwALlH4L2hUJJjdDyGySmRLDloZWhrM02D67ENkzAabvoe1IfVHvV3YeN4Y0J8DXgAQEpJXnoJ+zemsW3JUcpLXTw4rf2FxdfENY/3J7JZEMBXqM19ve6XUDsnX2AVMIB9v8A3N6D3ZatnZh94JBECIgC6AbsMjsjtvDEh/giMLy0sxD84uPJBKSWFOWUc3JLB5kWHKc7X5aHc4cJbO9N5SDNQ9UkHoGeUamfWGim3IEQES56C1a8bHY/3uexN5wSnp4GnDI7G7bwtIfpIKTOEEGEf3T8Zk8VCwsAhJPQfTJN2J8eNpZSUFFRweGcmmxcdITet2MCQPUeHAU0YdUdXpJSlQoj+wE6jY9IavPHAj9itqnTbkbVGx+Nd2g2HW+cB7Ac64eG9Od6WEEcCSzKPHuazR/68MXRoTCzx/QeTMGAwzTt2QZhUX72UkvISK8f25rBl8WHSknUlsdoIjvDjhukD8fW3ANwFfHCOl2ia0wvA38k9Am8PUuvktPphMsPD+yAoBqA7Hv4h1tsS4pvAvX/M/Y7fv5l5xoMCw8Jp33cgCQMG06p7T8yWk5uZVpTZOHEgl23LjnJkV3Y9hOwZLp7anbY9Y0DVKJ2Ah3/S1FzKAvwB9GHd27DwcaPj8S4T3oce14Gae/GGwdG4lbclxL1Ax6+fepSUfXuq9QLfgEDa9elPwoAhtO3VFx9//8rnbFY76cn57Fx5nP3rdcWbM2nfJ4axd3VHSpkvhOiC3spJq7neSLkBpJkPR8LxTUbH4z163wyXvwXqw+yVxgbjXt6UEJsDx8pLinnrzhuw22w1PoHFx5fWPXsT338w7fsNJCA4pPI5u02SdbyQPWtOsGvlMex68wxA1Sm98d8Dnds53QO8Y3BIWuOluk7TdqnSbjZd7rZehLeGB7cD5ALRQM3fPBsJb0qItwKfJW1azw8v/qfOJzOZzbTo0o2E/oOJ7z+Y4MioyuekXZKbXsz+9alsXXYUa6n3ZsdhN3ak29DmAGuACwDv/cfQ6ioQ2A60Z9nTsPK/RsfjPR7YDhGtAfoCmw2Oxm28KSF+Bty6/LMP2PzzPNeeWQiaxXcgYcAQ4gcMJqJpXOVTUkoKsktJ2pzOlsVHKCnwnk+1zdqHMeHRvkgpK4QQvfGCdUya210I/Iq1DN49DzITjY7HO1z+P+h9C8CjgMd+EvGWhCiAo0Dzzx69l8wjyW69WHTL1iQMHEJ8/8HEtmlX+biUkuL8cg7vyGTTosPkZ3hulRxhElz/RH8i44IBngGeNDgkzXN8DNzO/oXwlddUFTNWj2thwgeg9iq9xOBo3MZbEmJHYG9xXi7v3H1LvVa8CIttQvyAIZXLOZyklJQVWzm6J5stiw+TcaSw3mKqD52HNOPCWzsDHAS6ojf71VwnFimTECKYj8fqtYn1IaQZPLwXpCxEiEg8dL9Sb0mI9wBv7V2zkgWvv2hYEEHhEbTvN4iEAYNp2bUHZsvJorzlpVZOHMhl669HObancddtNFkEN88YTEiUP8AtwBcGh6R5nn8D0zmyFj4ea3Qs3uHejRCdADAYtZG3x3FDmfQG6SKAIzu2GRpEUW4O25f+wvalv+AXFES7PgNIGDCYNj374uvvR+tu0bTuFo21wkZacj47VxxvlDtydD0/zpkMdwNfGxyO5pleQcpptBocTYcxVTe01dwleZUzIY7AQxOiN7QQBZAJRH54353kpTe89YIWPz/a9OxDQv/BtOs7AP+gkzVW7TY7mccK2b06hd2/pyAb+BxNi4+Jm58Z7FxmcRUwx+CQNM/1IPAqabvg3fNp8H8cjV3XK+GaTwGWAqOMDcY9vCEhxgOJRbk5vHv3LUbHck4ms4WWXburGav9BxEUHlH5nLRLclKL2bc+le3LjmItb3hvAL1Ht2LIhHiATUB/dEUazX38gX1AK+ZMhu3fGR2PZwuKhkeTQMoShIgAPG53dW9IiDcAX7lq/WF9EsJEsw4dHclxMOFNmlY+J6WkILOUA5vT2bLkMKWFxm9d5etv5pZnhuAf7AMwDlhocEia55sIfEpWEvyvn24lutvUNdCkK8AwYKXB0bicN4wh9gdITdpvdBw1JqWdlH17SNm3h98+/4iY1m1JGDCY+AFDiGnVhtCYAPqMaU3v0a0ozivn0PZMNi86TEGWMRM6uw5t7kyGvwN6UEerD18A04lq35aO46ru8q65Q/IqZ0IcgU6IjZIjITb+BbwZhw+RcfgQa77/ivCmcY7kOJi4hE4EhfvRbWhzul4QR2mRlaO7s9i86DBZx+tnZwAhcFakAXge3VWq1Q8batPv1xlyn06I7nZ0PQycAtDH6FDcwdO7TC1SyjwhRODbk26kpCDf6HjcIjgiivj+g4gfMISWXbphMpsB1a1aUWrjeGIOW5ceJWV/rttiaN0tivH39gQ4BCTgwfUOtQYnGCmPIkQ474+AFI+tLGa8mE4w7Q9Q64vbGxyNy3l6C7GzECIwLz3VY5MhQGFOFlsXL2Dr4gX4B4fQvu8A4vsPpk3PPvgG+NK2Rwxte8RgLbeReiiPHcuPcXBrpktj6DassnX4LjoZavWrECE+AB5lwCT44R6j4/FcWQfAVg5m33ZAEOBRm1N6egvxDuCjfWtX8dNrLxgdS73z8fOnTa++JAwYTLs+A/ALDKx8zma1k3m0gF2/p7Bn7Yk6ldwOjfbn5v8MBkGZEKIFapmLptWndkh5AFuZ4JXOUKz3KnWbqauhSTeAAcAGg6NxKU9vIXrM+GFtVJSVkvjHahL/WI3ZYqFlt55qxmq/gQSGhdOkbRhN2oYx/KZO5JwoYt+6VHYsP4bVWrPs2HVoc4RJAHyLToaaMQ4ixC9Y/C+m182wxqP3sTVW+h5nQuyOToiNSh+AtIPemRCrslmtJG/dRPLWTSz94C3iOnUmof9gEgYMITQmlqjmwQy5Kp7BE9qTn1FC4qZ0tiw5Qnnx2ZdzmH1MdBlSubvH227/QTTtzN4HLqbHNTohulN65ebq3YwMwx08uctUoDa0DH178k2U5OcZHE7DFdu2PQkDVHKMatGq8nEpJUW5ZRzclsmWRckU5pT/5bXxfWMZM7kbqD3S+qFnl2rG8UPKNIQI43/99NZQ7tJhLNz4LcASYLTB0biUJ7cQmwKhJYUFOhmeQ/qhJNIPJbH62y+IjGtB/IDBJAwYTNP2HQiO8KfH8BZ0H9ac0sIKDu9SyzlyThQD0L5PrPM0X6CToWasMoSYC9xG1wnwm/fNG6gXuoXYKA0Hlqfs38vXTz5idCyNUkhUjGM5x2BadO6KyXRyOUd5qY2U/Tm06ByJj68ZoBVqz0lNM9IYYCEZ++CtAUbH4pmEgMePgW8wQDSQZXBELuPJLcSOANkpx4yOo9EqyMpgy8If2bLwRwJCQmnfbyDx/QfTukdv/AJ8aNszxnloGjoZag3DMiCTmI7RNOkGaTuNjsfzSAnpe6FFP1CtxN8MjshlPDkhdgLI0QnRJUoK8tm5fAk7ly/BNyCAtr36MfSm2wmNiQUP3QpGa5QqgFnAFLpN0AnRXdJ3e2RCNBkdgBs5WojHjY7D45SXlLD/j9X4BAQ4H5puZDyadopvAeg03uAwPFj6buctjxpH9OSE2Al0l6m7xHXsTEBwCMB+wNidlzXtz1YjZRExHSGk6bmP1mrOQyfWeGpC9JdStrHbbeSlnTA6Fo/Uvk/lhIUfjYxD006jAiFWAdDmfIND8VAnE2JXI8NwNU9NiG2FECI/PR2b1fh9Aj1Rq249nTd/NjIOTTuD5QC0HWZwGB6qMA2spQARQOA5jm40PDUhxgEUZOkqYu5g9vEhulUbpJR2YL3R8WjaaSwDoM0FBofhwQpSnbean+2wxsSjE2JRri7w6w4xrdtitlgQQuwBCo2OR9NOYwuQR2RbCGtpdCyeqaByOEonxAYuDqAwRydEd2javoPzpkcV9tU8ig3nju5thxobiafK1wmxsdAJ0Y2atk9w3txoZByadg4qITb3yM3djVeQ4rzlMQnRUxfmNwMoyvaYikINSpWEqFuIWkO2HYDYzgaH4SH8QiAoBoJjIbgJhLd2PnMh8KKBkbmMpyZE3UJ0Ex//ACLjWiClrBBC6PWHWkOmytTEdjE4jAbMJ1Alt+AY9T0o1pHwHF9BsSef9znjZFKPWYuoE6JWI03axSNMJlCfvssMDkfTzuYEkENARAQhTavOivRsFv/TJLkzJDxVoLtapJRY7ZKyCjtF5VbKrXZaRgaC2mbPI3hiQhQ4Z5nqhOhyurtUa0QksAMYSmyXxp0Qzb6nb7WdLsn5hVb7tFJKbHZJmVUlubziCrKLy0nPLyMlt4Qj2cUcyiwiMa2AjMI/74faoUkwix8aBh40F8UTE2Io4FdeWkJFWanRsXicyLjK8fPtRsahadW0E2dCTFpmdCx/ZvZxjMk1Ofn9T0mvypd/eLVPK6XEJiXlFXaKym3kl1aQXeRIcnnFHM0u4VBmEQfSCjmRX/v3yOyiygQZe7bj3EUIES6lzHXlOT0xIYYAlBUXGx2HRwqKiHLe1EVitcbAMY5YTxNrTBYIiv5rkjtdwguMrPZppZTYJZQ7WnIFjiSXUVBGSm4px3KKOZhZRGJ6Acdz6qchkFNc4YwtUghhAux1OZ/jHBKYASwCWgJNULOFLwOeVpeTUggRDCwVQoyVUrqsAosnJsRggIrSEqPj8EjBEZV/xClnO07TGohEACJan+OwsxAmleT+0lV5miQXFF3t01YmOZud4jIrBaVWsovLySwoIyXPkeQyikjKKORoTjH2OqQbW1EOJv8QhNl1b/k2u6SwzEqwn0Wg3nfz63jKC4F/o5ZxjAf8AF/gViAKtfnzP1AJ8k3UVl/fCCHCgeNSysvreH2PTIghABWlurvUHXRC1BoZtf9bSLM/PyoEBEadezwuKBYZGIUwmat1MSkl0pnkym0UlFaQU1xBRkEpqXmlHM0pJjmzmAMZhSRnFdUpyZ2OrSiHjB+eo+lNL5K/6UeKdi6jyQ3PUXJoM8HdLnLtxYDCUivBfhZQ77t1SohSyqWoVt/9wGpUndRI1G46w6WU7wEIIZ4E9kopb3fc/xp4qS7XdvLEhBgMas8+zbVMZguBYeFIKe1CiHSj49G0alAf3MJbwc2zKxOeDIpGmKr39icAu5SUW+2UVNgoKLWSW6y6K1PzSzmWU8LhrCIOpBdyMKMQq4uTXHXZSgvJXPAqskJN/q5IP0Rwz9GUp+5H+Pi75ZpFZZWbJ4Ti/PBRS0KIocAbqFmrE07z/FTgPqAfMFgIMQ7VmrQCrwghugDnSyn31zYGz02IusvU5YLCIwAQQqSiSmNpWkOXB6hZmvEjKx90JrkKm52SchuFZVZyiivIKiwjNa+U47klJFcmuSLKjMpyNSCEiZjLHyN99tOAo7Vqs1JyaAthQ65zyzULTybEEBeczh/4Qkr5XwAhxD1AuZTyQ8f9RwAz8ADwCfB/wOWoesq/Av8Cyk9z3mrzxITo6DLVCdHVgiIinDd1d6nWmGQC0Z+sPsTWo7kczCjkQHohJRUNP8nVhMnvzwvnA9r2pnDHUgLjB5Ix+2nCBl+Hf+seLr1maUXl5+I6bwElpVwshDgmhDgKJKGWz9mFEDcD8cAwKWWSEKJNXa91Jp6YEB0tRD2G6GrBJ2eY6oSoNSYHgegft6Ww+Uiu0bHUm6DOQ7GExmLNSyWgfX+K9692eUIsOZkQA1x0Sjvwq5TyNiHEFKBUSvmpEOIbTvZKWVAbEz/ByS7TwUAX1CScWvPYhKhbiK5XZULNibMdp2kNTB5AkJ8nvt2dXUVOCj6RzbGXFiGldPn5S1zYQnT4yyJ/IcRgoAOOreaklAdw09pHT/wNCQSoKNNVxVzNN7Dydz7HyDg0rYYKAOdsSK9hLyvGHBSBT1RLshb9j/AhN7j8GmUnu51d1UI8DDzvuO2DWpcYAjwtpcx0TKS5nzOXjfQDPpBSzqnNxT3xN0Sob67/NKRpWqNUDODvU72lE41d0xtVPjH5BRLQtjcAcbe/6ZZr2U62Ol1Svk1KWQTsddz+S9BSyl+AX1xxrdPxmBp0VTj+h4SxUXg2/Y+rNSalAP4+nvh2Zyzp4oRoNE9sIUoAIfR7tsud/OXX/7haYxIP8OiYTkwdHm90LB4lMqhyDotH7LHlsQkRnRBdTuqEqDVOMaDevKu8gWuuZUiBb1fz3ISouZNOiFpjcgDoypbP4dBKo2PxLP3ugFaDAfYYHYoreGJCBPQ7tjvoFqLWSKmNUY+sg+3fGRyKh4kf5UyIdSrb1lB4xEDoKXSXqbvohKg1TuqDv11XG3S5k0XPPeIf12MTop5U43pV+qL1P67WmIQBUFbX3Ym0vxA6ITZ0NgBh8sQfzVi28sq6ua6qSqFp9SEGgOIsg8PwQLqF2OAVAvj4u2e7E29WnJ/rvOkRM8o0r6F27dUJ0fVOJkTr2Q5rLDwxIeYD+AUGGR2HxynKy3XebGJgGJpWUzohuoulsmKbR+ym4IkJMQ/AN0D36rlacW5lCVOdELXGwgJEIO1Qkmt0LJ4nsHIHnEwjw3AVT0yIqoUY4Kpas5pTUW6u82Yz9MQarXFQW7SU5ID0rP0PG4TAyh1wdEJsoPJBtxDdobykmLLiYlCTaiLOcbimNQRNASjyiPfrhke3EBs8nRDdKC8jzXmzrZFxaFo1dQAg+6DBYXggn0DwCQA1flhscDQu4bEJsT4m1RSXlbM/NYOisvK/PFdQWobN7nldNPnplQmxjYFhaFp1dQIgc7/BYXigk63DDDykZKbHJkTfQNePIRaUlvHWsjUAFJdX8NHvGziSncs7K9ZRWFrG74nJvLbkd8qsVvalZmD2wLWQ+RnpzpttDAxD06qrM6ATojt4WHcpeGYt0wqgxGQyB/j4B1BRWuKSkxaXV/DN+m2UW9X60xO5+VzWqwutoyIoKa/geG4+Kbn5DGzXkqPZefhaPHMz0ty0FOfNrkbGoWnVpFuI7uKBCdHzmjBKKkBQuOvmfZgE3DyoN34+6jNE+9goWkdFkJSRxZHsPFpHhQMSm12yPzWDTk09c+36iQOVbywDjYxD06rBRGVCTDQ2Ek/kYTNMwXMT4gmAoAjXJUR/Hx8CfH3+9JiUkm1HThDo64NZmOjQJIY9J9IJC/Tnk983cCDdY35PKmUkH8RaUYGUsjMQanQ8mnYWLYBACtPVsgvNtbyxhSiEGCaEWC2EWHGGr1VCiIlCiC5CiE5CiI1CiF5CiFFCiF8cj3UWQrQ65bxbqtze7OKfKwUgOCLqXMfViRCCCX270SwshF0pafRqFcforgkE+PjQuVks24+luvX6RrBZrWQkH0So6un9jY5H086iDwAZew0Ow0MFRTtveUxCrM4Y4u/ACClluRDiasdj0cBeKeUKIYQJGAdcgpppFAGMBsJRNS/HoxZx7xFC9AGmosb52gghfnKcr63jtgX4UUr5Vh1/rhMAwRGR5zqu1pbtSSI0wI9+bVpQUlFR2XrMLCgiOiSIEtWKctv1jXTiwD6aJXQE1W36q8HhaNqZXACofRA11/PAFuI5E6KU0sZZKplLKe3AAmCBEOLfwHXAJuA51ALu8UC2lPIlx0t+ABBCPAvsQBWF3Sml/Eetf4q/Og4QHOm+FuKg9q34fO1m/jh4lKZhwXRoEk1pRQUh/n40CQ1h9qadjOoS77brG0mPI2qNhCMhrjU4DA/ljQkRQAjxT+AqwBeVHP2AYiFEGbAcyAJGAD1Rb5LHgRDHOBNCiAVVztUElRSLgItQpZUOCyFWAN9KKd9xwc91BCAkOsYFp/qze0YMBiDQ14e7h/05H/j7+NChqbrm30Zf4PJrNxSpifucNweiWv+e2RTWGrNgpOyDtMPR9UbH4pm8tMsUoBx4GOgNrAV6AXtRszmvl1K+ArwihPgUeERKmSmEmCOEmOV4fYsq5zIDRVLKkVUvIIQYDgyv1U/xV0cAQqNcnxA1yE07QUl+HgGhYU2A1kCywSFp2qkGIYSZlG1QXmh0LJ4psp3zlseUAarpLNMRqO5QCXTEUb5LCBEnhEhHLdZeK4S4BjUD8UYp5dXA0SrnCAJ6CyGWVv0CXsZ1BaPd1kLUlBNJldPYBxkZh6adgaO7dI3BYXgov1AIaQaqbNsRg6NxmZoszD8f+FBKWSGEWAbch3OfMTVJZpmU8nohxL2O+22Bp9RkxD9tKNsB+EJK+UDVkwsh2gLta/dj/MUJKaUtOCLSbPHxxVrx19JqWt0c37OTdr37gZpQ9Y3B4WjaqYYCcFiPH7pFdILz1j7AY2pU1qSFeDXwN8dY3wdAD+Byx3MCuNDx3AOors/lUsonpJRPAOlVzjMNx8SaqqSUh6SUS2sY/5lYhRAHACLimrvolFpVievVJ28p5eWosWVNaygikPIC7FY4vNroWDxTdAfnrT1GhuFq1U2IFuBBKeXwql/AragJNlbgGcdj3YEBqFmmCCHexFFfVAhxFXBMSrncpT/F6e0BiGzesh4u5X1yTqSQcfgQQogw1OQoTWsoLkYIM4fX6AX57hLT0XnLoxZ5VjchvgysOvVBKeVeKeXjUspsKeUbjsdKgaFSyiTHYU9KKW90PDdbSnmXKwKvhj0AUTohuo2zlYiagaxpDYXqudq74ByHabV2ssvU+xKilLLCsR6xWqSU1iq3c2sRlyuoFmILnRDdZf+6yu6oKwGfsxyqafUlECkvAWDfzwaH4sG8vMu0MdoNuoXoTlnHjpB1/CiotaTDDA5H00B1lwZybAPkeszkx4bF7KOWXKhSXB5VNd2TE+JegIhmcQgP3JewoUj8o7KVqLtNtYbgOgB2zTU4DA8W0RZMFhAiGXDN/noNhCdniiLgiNniQ3iTZkbH4rGqdJtOQBVd0DSjRCPlpUg77J5ndCyey0O7S8GzEyLoiTVul3H4EDmpKaDWmo48x+Ga5k63I4QfB5ZC3jGjY/FcHjrDFDw/Ie4GiG7VxuAwPNvO5UucNx80MAzNu5mAKQBs+NDYSDydh84wBc9PiBsBmsZ3ONdxWh1sX/ILFaWlAGOBrgaHo3mn0UA7cg9D4pJzHqzVQXRlC1F3mTYyfwA00wnRrUqLCtn1W2WRoYeMjEXzWlMB2PgpSI+pJNbwmH2hSRfnvV1GhuIOnp4QDwKZgWHhhMY0MToWj7b5l/lIux0p5c2A/sfW6lMrpByPrRy2zDQ6Fs/WvA9Y/AF2Ah5XBsjTE6IE1gPOHd41N8k5kULSpvUIIfxwflrXtPpxP0KY2D0fijxma76GqdUQ562/VC7zBJ6eEEF3m9abTQt+AEBKOQ0IMDQYzVs0Rcp7AFjzpsGheIHWg523dEJspBwJUbcQ3e3Ynp2kJiUihIgGbjY6Hs0rPIYQAez9CU5sNToWzyZM0HKg855OiI3UeoDYtu0xmWuy/aNWG85WIvAwNdtvU9NqKg4p1VKLFc8bHIoXaNIV/MMAkgGPXOjpDQkxB9hn8fUlpk1bo2PxePvX/U5uWipAR+AOg8PRPNs/EMKf3fMhdYfRsXi+1p49fgjekRAB1gE079jlXMdpdWS32Vj11acASCn/A4QYGpDmqVog5d0ArHjO4FC8hIdPqAHvSYi/ArTu0dvoOLzC/nW/k5K4FyFEE0DPdNDc4T8I4cvOOZC+2+hYGpS0QjsVNun6E3v4hBrwnoS4FKBl526YLXpYqz4UZmcDIKWcCPQzNhrNw5wH3I61DJY/Y3Qs9SKt0M4FnxRV3r9zXgmDPyrimZVlAPxvfTn9PyikqFyyKMmKj1m4NoDIdhDcBCAD2Ofakzcc3pIQTwA7ffz9adahs9GxeLRO5w/j3k++pcNA1b0ihAB42tCgNE9iAd4BYPVrkJVkaDD1IadEMvGHEorKVatvzp4KbBLW3hnEwRw7iVk2tqbamNTblw0pNoJ8XJwM4dTxQzc0PxsGb0mIAEsAWnfvZXAYnimqRStuf/VdLr73EfwCg7AVlpP780Hs5TZQNU4vMjhEzTPcB3QnJxlWvWJ0LPXCbIJvrw4k1E8luhXJNq7tqnq6Rre38PsRG1JChR0WJ1kZl+CGXrBWnt9dCl6YENv01OOIrmTx9eeKvz/JxP++RWRcC7BLClYdI/W/GylceZyC5Uedh76HXqyv1U1z1EQt+PkRsJYaHE79CPUThPmfbPUVlUuah6i37sgAQVqRZHR7Cz/tr6BFqInLvi5m+SGra4Pwghmm4F3rxFZKKcubtI339Q8OobSwwOh4Gr0h19zIgCuurRyXLdmTRd6CQ1gzT26iXbDyGIE9Y/BpGtQe+A/wqDHRah7gZYQIZs+PXr2jRbCvoMSqei0LyyV2Cdd186F1uOBgjuSSBAuz91Qwoq2L3t7DW6sxRCnzEWKba07aMHlTC7FICLFamEy06tbD6Fgatba9+zH1gy8ZfPWNmC0WKtKLyfx4J1mf7f5TMgTAJsmetR9pl0gp/wYMMiRorbG7CriO8mJY+LjRsRiqb5yJ34/YANiWaqNNuHobT8yy0z5C4GcR2F05ytfpYvVdiIWAi5ueDYs3tRBBdZuOaN2jD/vXrTY6lkYnNCaWyx7+F7Ft2iGEwF5iJX/pYQrXnuBsf4EVxwopXHmMkOEtTcCnQF+g6Iwv0LQ/a42U7yMELH0K8o6e+xUe7IpOPlzwSREpBZJfDlhZd6cf+WWSpsEmusSYufunUp4a5ue6C3a82HlrnutO2jAJKT12wtDp9AY2F+Zk8/7U25B637RqMVksjL3nQToNHoowmZBSUvRHKvlLDmMvqqjeSSyCJvf2xqdpEMDvwAVuDFnzHGYgDYgicQl8ebXR8TQIOSWSJQetDG1tpmmwGzv6AiLg0QMgzFaEiAFy3Xcx43lbC3ErcCg4IrJtXMfOHN/rcftbulyfSy7ngusnYvH1BaDsYC65Px6k4kQNG3hWSemhPCxNAhFCnA+8hB5P1M7tRSAKgIg20KwnnPDoYaxqiQgQXNvVx/0XShgNJgvAb3h4MgTvGkMEtX5mFkDCwCHnONS7Ne/Ulbve+ZQRt07G4uuLNaeUrC/2kPH+jponQ18TsdN6EjI4zrkuEamKMrd3feSaBxkkpbwfoNxqh+gE5KSlMHgaCDestdP+qtMlzlse310K3tdlCjAQWFeQmcH7994B3vfzn1VgaDiXPfxP4jp2VuOE5TYKlh+lYNVxsNa8i9m3bRjRt3XF5GfGbrezYsUKmjZtSpcuXUC12M8Dil37U2geoImUcrMQIu7DVQd549dEvrt7MJ2ahapnDyyFH6ZCYbqxUXoyix88mgR+IQBtgMPGBuR+3tZlCmo7qKMh0TEtm8V34ESix1YhqhmTiYvumEKPi8ZgMpkBKNqcRt7CZOz55bU6Zdil7QgeolqFubm5zJ49m6NHj+Lv70+TJk2IiorqBXwM3IAHV7/QaswX+F4IEffHoSye/2UvVrtk7OureHh0B6YNj8cUPxI5ZTXih6kqOWquFz/KmQw344JkKIToAdiklH8ZqxJCmAEpHRM7hBDhUsrcul6zprytyxTUG+9sgIQButsUoOvwkdz38bf0GnUxJpOZ8qMFpL+9lZzv9tcqGZoCLTR5uC8h5zVHCMHu3bt59913OXpUzQ4sLS3lm2++oaysDOA64J8u/YG0xkwAbwAXnMgr4d4vt2CtMoP55cX7uex/v5NbXI4IjoWbZ8PY58Dsa1jAHqvrlc5b37rojFMAZ8KbLYRY4fwCNgJXOJ4LBpY6NhqvV97YZQpwPrAqLz2VD++bZHQsholp047LHnqc8KbNALDll5O38BDFW9Jr3V4L6BZF5PWdEBYTVquVhQsXsnHjxtMe27FjR66//nrnuOI1OMZ3Na/2CvBQWYWNa95by/Zjeac9yGyCjyb2Z1iHGPX7k7odZt0JmfvrN1pP5ROgZpf6BgO0RW0KXGtCzVBdA+Shll51QRXqcFZIaQoclFJKIcQnQCfU0qxw4LiU8vK6XL/acXppQjShdnxu9vk/HiD9kOcXCK7KNzCQ8Q8+RpsefRBCIK12ClapMmtS1R6tlcgbOhHQIxohBBkZGXz//fekp599jGfIkCGMHj0aKWWpEGIUakmG5p1eAR4CuP/rLczflnLOF1zVpznPX9UDH7MJWVGM+OUfsPkzd8fp+bpcDtfOBDXENLCupxNCPIBKgoFAEhAB7AJ8gN3AjaieoilAuZTyBcfrvgZeklJurmsM1YrTSxMiwP+AaRvmz2bll58YHUu9ueCG2+g7/oqT5dZ2ZZK74BC27NrXhTRF+NNkag/MoWox8KZNm1i4cCEVFdVbozh+/Hj69euHlLJcCHE9MLfWwWiN1Wgp5QLAIoRg0a5U7v96C2XVmMgVE+zLrKlDaB0VpB7YPQ9+fABKctwbsSe75jPoegXAw6gPKnUmhPgvUMjJTcOboNYjJwJHUYmyPzAYlSSboyrjpKGS6flSSrd2AXhzQhwMrCnKzeH9e27Dbqt9y6gxiO8/mNFT7icgWP0uVqQWkfvTQcoO5NbpvEGDmhF+WTuEyURpaSnz589n9+6abdgaHBzMQw89hNlsRkppE0J0xYP3XNP+YqCUcpkQInBVdgHnRQRjEoJNh3OY9NkGcoqr98FqxmVduXVwa9XrkXcMMWcyHF7j5tA9kG+Q6i71CQRohUpWdSaEmA+UosaJDwApQBxqj8UQ4AVU1+knwP8Bl6MS6K/Av4DbpZTJrojlTLxxUo3TOmBvUHgEbXv1NToWt4lo1pyJ/32Lyx7+JwHBIdiKK8j54QBpb2yuWzI0QfTk7oRf3h5hMnH06FHefffdGifDiIgI7rvvPsxmNbNVCGGWUi5BTfPWPF8XKeXPQojAb09kc+22JCbuOIjVLunbOoLZU4fQMrJ6m6RMn7+L695fS1GZFRHWAjnxJxjxL3DMmtaqqeuVzmS4GtclQxOqUtgAoBsq93RGjRXGAvFSSsO3L/HmFiLAI8BLBzasY95/PWvnbYuvL+OmPUzCwCHqE7NdUrg2hfylR5AldavP69M8mJhJ3TEFWJBS8vvvv7N8+XLs9pqtU2zatCmTJk3CYrFQUnKM7Tum0LHDDMLD+wIcBIahxno1z9TPkQxjFmXmccfOQ9gcb0fdgv35sU8HAswmMgvKuOOzDWecYHMqf4uJzycNpF/rCDXh5ugfMHsy5Hr8MjrXuGsFxPUGmAjMdOWphRCBqFbnNGAtcClqok0XKeVQIUQ8avKN7jI1QBMp5TFpt1vemzqR4rxco+NxiQGXX83ga27C4qNKO5Um5pD740Gs6XVf/x46qhUhI1ohTIKCggLmzp3LwYMHa3yeNm3acMstt2A2mykqSmTL1tsoK0vFbA6mT+8vCA3tjpTyqBBiLOqPQ/MsY6SUs4UQQcuy8rlj5yFKTykQ39TXwrIBnYj0sVBcbuWeLzezYl9GtS9w+5A2PDG+M2aTCVmaj/jpQdg528U/hoeJ6wN3LQcpsxGiOaqLs86EEOcBk4BUYAdqpv86VLK7GtgGbJNSGrrforcnRFATOK5Y+eUnbJjfuP9YWnXvxcX3PkxQeAQA1swSchccpHRPdt1P7msidkpPfOOCAUhMTOSHH36gqKjmm1Z07tyZa665BpPJRF7+NrZtu5OKipMTICyWMHr2/JDwsD5IKXOEEJehZ596kluklB8LISzfp2bz0N4jWM/wNuRvghX9O9Mm0A+r3c6/5u7k2w3V78VrFRnI91MG0yTUXz2w5Qv45TEoL3TBj+GBLn8Let8M8DKqB80lhBBCOpKNEGIoquXXF7XhcDwwHxiHmmVadobT+AEfSCnnuCquv8SpEyKXAvOzU47xyUNTjI6lVoIiIrn8kX/RtH0HVW6tzEr+r0cpXH2cyj6oOvBLCCfq1i6YfMzYbDaWLl3KunXrqM3vTt++fRk/fjxCCLKz17B9xxRstr8mVZPJn25dXyMmZpRzScaN6NmnjZ1Avcm+CPDm4TT+7+CJar3wh97xDApXH8ZeX7qfV5cm1ujCr13Xi8t7OWrpZiXB7DshZUuNzuHxAiLgb3vUGkRIQE188So6IarydUeBpl8/9Sgp+/YYHU/1mUyMues+ugy7CJNjW6biTY5ya4XV3JbpHMKvjCdoQFNHAstm1qxZpKSce33Y6VxwwQVceOGFCCFIz1jMrl0PYLefuRKOEGY6dPg3LZrfiGPB7r3A27X8UTRjmVCtjgftUvLUgeN8eCyzRif4X+dWXNVEjQt+v/Eoj8/Z8acqNudyYadY3r6pD/4+ZqStArHsaVjzhq5n7DToHlX1BxYDYwyOxhA6ISrPA4/tXLGERe+8bnQs1dJj1DiG33wnPv6qK6gsOU9ty3TcNV1BpmAfYu/phSVSnX/79u0sWLDAWW6txsaMGcOgQYMQQpByYhZ79/4TKau31KVNm2m0b/c3591ngSfQtU8bEz/gM+C6crud+/YcYV56bq1O9GibpvytTROEEKzcn8HULzZRVINiEiH+Fr69axBd4sLUA0nLYe7dUJhWq3g8hhBw70aIigdVQs0rdrc4lU6ISgKw31pezvvTbqckv3qz2YzQNL4D4x94jLDYJgBYc8vI++UQJduqP9ngXAJ6xxB5dQeE2UR5eTk///wzW7durfX5JkyYQPfu3RFCcPjIhxw48Dw1zWfNml1N507/hxAWULVoJ+EF+7N5gBhULcwRBVYbt+04xOrcun1ou65pJK92aolJCHYez+P2TzeQUVCzD2oPXJTAAxclYDIJZFEmYt402L+wTnE1au2Gw63zQM3qbosa4/M6OiGeNB+4dM33X7J21tdGx/IX/sEhXPq3x2nZRSUWWWGj4LdjFPx2DFlR822ZTssEUTd1wb9LJEIIUlNTmTVrFpmZNevaqurmm28mPj4egANJ/+Xw4Xdqfa6oqOF06/o6FkswqNqK1wN/1PqEmruNk1J+IoRoklZWwY3bD7KrsMQlJx4SFsS3vdrjYzJxLKeYiR9vICmjZom2U7MQvp40iIggR2HwP96DJU+CtXa9II3adV9A50sBngKeNjgaw+iEeNJwYHlxXi7vT7sdWzXLjtWH4RMn03vMeEyOxevF2zLI++UQtlzX/eFaYgKIubsH5mD15vDHH3+wZMkSrNbaf1CcPHkyzZs3R0o7+/ZP5/jxr+ocZ0BAa7p1fd25LMMqhPgnamzKRZ8KNBcIQFUduQ9gdU4B9+05QkqZa/+m4gN8WdivI8EWM7nF5Uz6bCMbD9esXJvJBO/f0o+LOsWqCTdpO1WR8Iy9Lo21QQtpBg/tBGG2IkQroHoznTyQTognCWAT0HvRu6+zc/kSo+Oh03nDGDnpHvwCVY3G8pRCcn9MovxQvkuvE3xBc8LGtUWYBMXFxcybN499+2pfOc1sNjN16lSio6Ox2yvYvfsR0tJ/clm8QvgQ3/5RWrW60/nQQtQiYr1brPF6Al8CXcvtdl44lMo7R9Ld9mklwmJixYDONPHzoazCxoPfbuWXnak1Ps/lveJ46eqe+FpMyIoSxKJ/wcaP3BBxAzT8HzD8cYDvgWsNjsZQOiH+2U3AF5lHD/PZI9MMCyKqRSsu/ds/iYxT+wnaCsvJX3SYoo2prp1KYjERM6kbvq1DEUKQnJzMnDlzyM+vfcL19fXl3nvvJTQ0FJuthB07ppGV/ZsLgz4pKmoEXTq/hK9vBFLKE0KIm4FlbrmYdi4m4AEp5fNCCN/EolKm7T7Mdhd1kZ6NBVjavyOdggOwS8kzP+3m49XJNT5PdLAv308ZTNtotbyDPT/C/Ps8u0i4yaJahyHNAEYAK4wNyFg6If6ZL6pkWPPZzz5F8rZ62XGkksXXn/EPPEq7vgPUOKHNTuGaFPJ/PYIsdW3xcd/WIUTf3g2TvwW73c5vv/3GypUra7W20Ck4OJh77rmHwMBAKiry2bZ9Enl5m1wY9V/5+TWla5dXiIio3KHmE+Af6NZifYpDzSIdCfDZ8UxmHEihuIal/Orqqx7tuDAqFIAPVh3k2Z/31GpFxVPju3D7eW3U32B+CmLOXZBsaAEV9+k6Aa75BGAP0BUvn72tE+JfPQY8n7xtM7OffareLjr46hsZeOW1J7dl2pNF3oJDWDNd/wk77OK2BF+gWp/5+fnMnj2bw4frVucxIiKCqVOn4uvrS1lZBlu33UZhYf2Mwwhhpk3rqbRpMw2TyRcpZa4Q4l/Ae4Bnb2NiLB9gkpTyGSFEZFa5lYf2HmFxlmu79Gvi+Q4tmBgXhRCCn7al8PD326q1hdSp+rWO4NPb+xPs74OUdsTvr8LyZ8HuQZMvhQmmroHYzgBTgXcNjshwOiH+VYSjhmbQZ4/eS+aRZLderG3vfoy95yECQ9W6qIr0YvJ+Okjpfjd00/hbaDK1Bz5N1Jjk3r17mTdvHiUldUu6zZo1484773QU6T7Klq0TKSmp/0LKAQFt6NhhOlFRQ50PbUYVEV5X78F4NoHamucFoAPAsqx8Hth7hIxy4xPG1JYxPNk+DpMQ/HEwi8mfbyS/FgXtfS0mZt4xgIFt1axrjm2E2ZMg55AbojZAt6vg6o8BjqCWnp25SoaX0Anx9N4A7tu7ZiULXn/RLRcIjYnlsof/RWybdqrcWomV/KWHKVx7AmpQfaO6/DtHEnVjZ4SPCavVyuLFi1m/fn2dz9u2bVtuvvlmzGYzhYX72br1NsrKjV3kHBMzmg4JT+LvH+d86CPgcdS+a1rdDAJeQhVn5mBxGf93MIUFGQ1r7e4l0WG8360NZiFITCvgtk82cDy3dh/8bhnUiumXdcViMiHLChAL/gbbv3NxxPVMmOCedRDTEeAu4AODI2oQdEI8vRZSyiQhhO9nj0wj86jrWjsmk4Ux9zxI5/OGIhzl1or+SCV/yWHsRe5Z6hFxXQcCe6lp5ZmZmcyaNYvU1JrPxDtVly5duPrqq1WR7rytbN12J1Zrbt0DdgGTKYC2be6hVavJmEw+SCnzhBCvAq+jF/TXRjzwHGpnArLKrbycnMrMlMwzFuY2Wu+QAH7onYCf2URafim3f7KB3Sdq153bPMKfWXcPoVm4Y2/Gbd/Az49AWYELI65H3a+Bqz4EOAR0BBrOOjMD6YR4Zm8A9+3/YzU/vvKcS07Y5+LLOP+Gifj4+gFQdjBXlVs7ce4dIzKKsgn3D8XHbKn29UzhvsRO6YUlXF1vy5Yt/Pzzz1S4YI1lv379uOSSSxw1Tlc7inTXfXspVwsMbEuHhKcqu1EdifE1VGL04OmDLhMNPCWlnCqEsJTa7Lx7NJ3/HUmn0Nbwl3429/NhWf+OhPlYKCy1MuWLTfx+oPaFJl66ugdX922hulCzD6ki4cfdO3HM5UxmmLbeWabtDtRENA2dEM+mmZTyoBDC//PH7ic9ueZ7/jk179SVS+5/lJCoaACsOaXkLThEyc4//2HmlxUybd4MbNJGoE8AQ1r1ZvauxXx/w+v8vP83ru42ttrXDOzfhIgrEhBmQVlZGT/++CM7d+6s9c9Q1dChQxkxYoQq0p2+kJ27HkLKhj38EB7en7Zt7icycggAUspCIcT7wGu4aFdwD9MJuFdKeZsQIsguJd+mZvPioVROuHiBvbsFm0wsH9iJlv6+VNjsPDZ7O3M2H6/1+YZ3jOGdm/sS4CwSvvxZWP0ayIb/AQGAnjfAle8CJKH+n40f+G0gdEI8u5eBvyVt/IMfXqp5NaPA0HAuffhxmnfsosYJy20ULD9KwarjcJqZb59tnkvbiBYMbdufxxe9zMpD65k66EbaR7YipySPizsOP/dFTRB9Wzf8EsIRQnD8+HFmzZpFTo5rGkPjxo1jwAC1LOR4yrfs2/dktYt0NwQqMd5HZOR5AM5qN1+hZqSuxbunnZuAscD9VNnt4NesfJ5OSmFvkUv2ijWECfipbwJ9QtWEshcX7uXtFUm1Pl+Qr4Wv7xpIjxbh6oFDK2HOXVDQwIu8mCxw7waIbAeqmMVMgyNqUHRCPLtYKeUhIUTgl//8G6lJ+6v3KpOJi26/mx4jx2IyqXJrRZsd2zLlV68ldffcJ8krK2BswgWkFmbxwJBbCfDxP+trLM0CiZncA3OgDwCrV69m2bJl2GyuSVhXXXUV3bp1U0W6D7/PgaQXXHJeI4SEdKN1q8nExo5DCLPz4UTUG8TnQP1PkzVOK+A24HagDUCJzc73qdl8fDyzUSfCU33QtTXjY9SHxS/XHeap+buw1WES270j4vnbqA6qSHhxtioSvu9nF0bsYr1vVpsAq9/1LujW4Z/ohHhuzwOPHdq6iTnPTT/nwV2HjeTC2+/GN0ANvpcfLVDl1o5Uf/B90/GdvLTqQ27seSnf7fiFUfHnsXD/Su4bfAtDWvc57WtCLmxJ6MjWCJOgqKiIuXPncuCA6/b3vOWWW2jfvj0AB5Je5PDh91x2biP5+7ekRfObaNr0cvz8Yqs+tQK12Hw20EhnTpxVCHAxcIeUcpQQQgAcLSnn05RMvkzJItfaeFr+NfFEu2ZMa6UmmS3dk8Z9X22hpKL2P2uHJsF8PXkQUcFqrJ4NH8Kif4G1gX2QMPvAvZsgojXAzagSe1oVOiGeW5SUMlkIEXy2DYRjWrfl0r89TkRTNdXfll9O3sJDFG9Jr1EnXE5JPjd99zDvX/E0LcKasvn4Lg7npZBZlMPh3OM8M+qhP7/A10TsXT3wbRECQFJSEnPnzqWw0DX7IgohmDx5MnFxcapI976nOJ7S8HYDqSshzEREnEezplcSEzMas1m1xqWUxUKIH4FFwFIa73ijCeiF6godK6UcIhx7aZXZ7fySkcdXJ7JYlVPoFX3Gt8ZF8XyHFpiEYOuRHO78bCNZRbUfBzeZ4J0b+zC6q9pMm/Q9MOsOSN/twqjrqM9EuOwNgL1AN3TRir/QCbF6ngaeOL53F99Mf+xPT/gGBjL+gcdo07OPKvVktVOw6jgFy48ia7BxKUC5rYJbv3+UewbexNC2/QGYvXMR7SJbsj11H/syD/Hs6MqNcvFtH0b0xK6YfM3Y7XaWLVvG6tWr61R+rSqz2cw999xDVFQUdnsFu3Y/THr6ApecuyEzm4NpEnsxTZtdSUT4gFOf3odKjEtRrcjc+o2uRmKB0ahxwVGO+wDYpGRTfhHz0nKZnZbjsa3BsxkREcLnPdphMQmSM4uY+Ml6DmfVbab0pT2b8fI1vVSRcGspYvETsL4BLPEz+8J9myC8FcANwDcGR9Qg6YRYPaFSygNCiJgfX32e/et+B+D8GybSb/yVJ8ut7cokd8EhbNm16yqZueUHXvztfTrHqv0Dr+0+jibB0fSJ68pVX93Lg0MmMq7jMADCLm9P8KBmCCHIyclh9uzZHDt2zAU/quLn58e9995LSEgINlsx23fcQ3a2h9ZzPAt//5ZER48gMmIIERGDnXsxAiCltAsh1gO/A7scX7uBc6+jcb0ooDNq1mAXYBjwp/71Y6XlrMguYEV2PqtyCsnzwiR4qk5B/vzcN4FAs5mswjLu/GwjW4/m1umckYG+fDdlMPGxjt+Vfb/AvGlQnFX3gGtrwGS4+L+gfkd7oluHp6UTYvXdDbybl57Kyq8/Y+Sd9xAQrLopK1KLyP3pIGUHct0ehCnYQsyUXvhEqzHKXbt28eOPP1Ja6rrxiuDgYKZNm0ZAQAAVFXls2zaJvPz6LXTeEAlhITSkB5GRQ4iIPI+w0N6YTD6nOzSZkwlyJ2p6e5rjq7Z92QJVfD4OlfQ6n/I9+tQXlNjsrM0tZEV2Acuz80ks9sKNb6sh2sfCbwM6EeVroaTcxn1fb2bpnrrXhv/nxZ2YfIGqRCULTiDmToGDK+oecE0FxajWoX8YwARgbv0H0TjohFh9FmA70FlKqbZlKq4gf/FhitafqJftaQO6RxN5XUeExURFRQW//PILmze7NlFFRUVx9913O4p0p7N1620UFtV+b0RPZjYHER7en5CQbgQHJRAUlEBgYFtMJt+zvUyiPp0fALJRE3byUbP9ghxfgVVuV71vPs35ACi02jhQXEZicSmJxaVsLyhhXW4hpW4oA+iJ/E3wa79OtA/yx2aXTJ+3ky/+OFLn8/ZsEcbndw4kNMDxwWn167DsabDV41rOK96BXjeC2jf0Yrx7adFZ6YRYM/9Ala+iaFMauT8dRNaiaHBtRN7UmYBuqop/Wloas2bNIiPDtaU54+LiuOOOOxxFuo84inTX/U3BmwhhITCgDUFBCQQFJxAc1AE//zh8faPx9YnGbPar9bnL7XayK2wkFpdyoKiUREcCPFBc1ugWyzdUs3u157wI1fPz1vIDvLSo7h8GLSb47I6BDGmv/n45vllVuMmufbGPamt9Htz+M0hZhhDdUB/EtDPQCbHm9gIdizankfNdNdcl1oElyp+YKT0xh6hWx4YNG1i0aBFWq2sTcfv27bnpppswmUwUFu5jy9bbKC/XWwq6ksUSzLCh2yi32xm7cT/BFjMhZhPBFjMWISi22dWX3fHdZqPEJh33bQ22ZqinebVjS65vpna4mLP5GI/N3k6Frfb/+LaiHEz+Idw4uB1PX94Vi9mELC9CLHgYtrlxxrbJAlNWQWwXgH8DM9x3Mc+gE2LNtZNS7hZC+KW/s43yw+7b+y1oSBzh49shTIKSkhLmz5/Pnj2nX/ZRF127duWqq65yFOnezNZtk7BaG9buBZ4gJLgrAwbMJ62sgp5rdhkdjnYWD7aO5bG2atLa74mZTP1iEwVlZ/4Qai8rImPeiyDtCB8//Fv1oGjXcprc8BzF+1cT3O0iAOLC/PluymBaRASqF+6YBT89BGVueB8Zch+MfgbUGHY3oIEtjGx4TEYH0AgdFEK8CBB+eXs11cHVLBBzV3fCL1XJ8MiRI7z77rvVSoaFhYU1qkzTv3//yh0rsrJXsWXrRJ0M3cTfvwUAORW6OEhD99rhdO7dfRiblJyfEM13UwbTJPTM3d1Fu1YQ2v8Kmlz3NOagCAo2ziO452jKU/cjqlSYSskr5fwXlvPN+iNqeVT3q2HK79Civ2t/gNDmMPxx57370MmwWnQLsXYCgT1Aq9wfkyhcneKyE/u0CCZmUndM/haklKxcuZLffvsNu/3krJ3S0lJmz56N3W7H19eXNm3asH37diZOnMiePXvo2bNnta41bNgwhg8frsYl039m166HG3yR7sasRYvb6NjhSdbmFnLlFj2U0xgMCgviu17t8TWZSMktYeLH60lMP/tE4Yy5z2IvKyQgYTC2wmzChlyH6TRlF89rH8UHE/sR6GtB2q2IFc/DqpddUyT82pnQ5XJQlZaurvsJvYNuIdZOMWondkJHt8EcUfuJElWFjmlN7LRemPwt5Ofn89lnn7F8+fI/JUOAHTt2MGjQIG655RaCgoJYt24dvXv3JiUlBR+f0y4D+IuLL764MhkeT/mWnTsf0MnQzfz8mgCQrVuIjca6vCKG/bGXAquNuPAAZk8dwqB2kWc8vuz4HuxlhQT3HEtJ0gYsIdFkzH6a0sPb/3Ls6qQs+j2zhK1HcxAmC1z4BEz8UbXu6iJ+pEqGUhYBD53zeK2SToi19xPwncnPTMQV8XU7k7+J2Af6EDqiFUII9u/fz7vvvktycvJpD+/fv39lXdHi4mIiIiKw2+0kJSWRkJBwzstdffXV9O/fHyEEyYffZe/ef1Iv60a8nJ+vKhSTW4e6mVr9O1RaTr+1uzhRWk5ogA8z7xjIpT2a/eU4W0kB2UvfI2rcgwR1Hkr4eTdi8g8ioH1/ivevPu25i8vtXPHWGp79ebcqMt7mfOTU1dD50toFa/GDi19St4X4N4231KAhdEKsmweklLn+HSMJ6BVTqxP4dYwg7l+D8G0WhM1mY+HChXz11VcUF5+7hNTRo0cpLS2lT58+7N+/n9DQUL7++msOHTp0xtfceuutlTtWJB54gaSkl2oVt1Zzvr6qZaHHEBufPKud/mt3s7OgGF+LiTdv7MOkC9pWPi9tFWTOe47woROxhKkPPhU5KVjCmyHMPucsp/j+ykOMevU3MgrKEAERcN0XcOnr4BNYs0DPe9C5tdMu1CbYWg3ohFg3qUKIhwHCL22PKbh63ZVO4VcnEH1bV0w+ZrKysvjwww9Zt25dtV5bUlLCL7/8wmWXXUa3bt0YPnw4/v7+JCQknHbyjRCCu+++m3bt2iGljT17HufIkfdrFK9WNxZLGAA5umRao2QFRm7cz6JMNensiUu6MP3SLpgEFG5fQnlqEnlrvyX1q39QuONXzEER+ES1pGDbQgJa9zrn+Q9mFNH//5by0/YUlUD73gZ3rYCm3asXYGQ7uKCy1vFUQC9OrSE9qabuBGonhFElOzPJ+uLcM0FNob7ETu2JJUINtG/bto0FCxZQXl69MTybzcaXX37JeeedV9l1um3bNqKiojhx4gTp6elccskllcebzWamTZtGZGSkKtK960HSMxbW+AfV6mbwoKUEBrblob1H+PpEttHhaHXwdHxzJrWIRgjBLztP8OA3Wyk7zabftTWuW1Neu74XfhYz0lqGWDod1r1z5hcIE0ycD20uALWn50SXBeNFdAux7iQwSUpZENAtmoAefykp+ScBfWJp9lh/LBH+lJeXM2fOHObOnVvtZAiwefNmTpw4wapVq/j000/ZunUrwcHBxMTEsGnTJtq1a1d5rJ+fHw8++CCRkZHYbMVs23anToYGMZvVbu05egyx0XvywHGeOpCCXUrGdWvGF5MGEh5Ysx6is/llZyoDn13K/rQChMUPxj4PN32v6pKezpD7VDKUMhV4xGWBeBndQnSdu4D3bEUVpL26CXvhKb0VJoi6tSv+HSMQQpCSksKsWbPIznZfSyEkJIR77rnHUaQ7l63bJpGfv8Vt19PObtjQrVgsIVyxOZF1eUZsiKG52pioUD7q1haLSZCUXsjET9ZzLKfEpdf4+5iOTBneHpMQyMI0xNypkPTryQOa9oDJv6otnlSt0l9cGoAX0QnRdU52ne7NJuvTk5VILE0CibmrB+Yg9Qly7dq1LF26tEYL6Gvqz0W609iy9TaKitxfak47sxHD92Ay+TLsj73sK9brpD1Fj+AA5vdJwN9sIqOglNs/3cDO466tPNO9eRhfTBpImLNI+Jo34df/qK7Su3+DmE4AbwH3uvTCXsarEqIQIlxKmevGSzSXUm4XQkTmzk+icE0KwcNbEDa6DcIkKCoq4ocffiAxMdGNIfy5SHdxyWG2bJlIaamefW20C0ckIoSJ7qt3klGuZ5p6kma+FpYN6ESEj4WiMivTvtzMiv2uLb5vMcFHt/VnaEKMKhJ+Yhtk7IUe14GqsdwXtUZaq6VGnxCFEBcB41DFa4sdm7b+CPwf4C+lXOE4Lhi1w/lYKWWmG0O6EpgjrXYq0ovxjVObhB46dIg5c+ZQUFDgxkv/uUh3QeFetm69jfJy1/5harVz4YgDCCFouWIbFY387077q0CTieUDOtI6wA+r3c7jc3bw/UbXbdrtdE2/Fjx7ZXd8zI4pIFLaEaI/oDctraNGPalGCOGDqtOXCqxD7VkIkAlsAkZUOfxN1DTkb4QQG4UQ89wU1lzgc2Ex4RsXjN1u59dff2XmzJluT4bdu3evTIa5eZvZvPkGnQwbCF/fpgghKLTadDL0UMV2OwPX7WFDXhEWk4mXru7JAxedu1BGTX2/8RhXvLUau/P3SIil6GToEo06IaLW2pShdgsvAu4TQvyOajEuAYYLIcYKIZ4E9kopB0spRwKJuHcrlIeBcoD9+/ezatWqcy7MrasBAwYwYcIEVaQ7ayVbttyK1eq+nTi0mgkIaAXoGabe4NLNicxNy0ZKyUOjOvD8Vd2xmFy3C4AQ8I9xnTAJAbANGO+yk3u5xp4Q30ZNZglGDShHAkOB1ahW4nDUruT9gIeFECuEEIlAL+AVIUS6EKKDG+LKAK6SUpZ26tSJHj16uOESJ40YMYJx48Y5Ng/+iW3b78Jud+1MN61uAvzjAMh28T6WWsM0dfcRXjuchpSS6/u34oNb+xHoa3bJuacMbc8FCTFIKTNQs0r1AnwXadQJUUppBTqgPiH9DfWLIXBsdSKV9cADqFJGzwALgR8ct3fhaMm5wU9CiPsAxo8fT3T02dcn1tYll1zC0KFDEUJw7PhX7Nz1EFLqv4+Gxs9f1b7UZdu8xwuHUnlo71HsUjKiUyzf3jWYmOC6bQQwqF0kD49Rn+GFEBMB1221ozXuhOiwFfgUeNBxvx+ww6BYTvUR8JWvry/XXHNNtXeiqK5rr732ZJHu5LfZt+9JdJHuhsnPTxf29kbfpGZz3bYkKuyS7i3CmHPP/7d35+FR0Fejx79n9uyTAAlrQEjYCxJ2qhbQ1hVR6w6KVl6XiuvtZiutbd9Wfa1v7b1abbXXvlWhXuuKC1KpKIqtIqAsKosFZBVIyL7PuX/8JgSQnUwmkzmf55knmclk5qCTOfPbzhlH745px/RYnTNDPHR5ET6PB+Be7Lxhi2sPCTELNzV6F7AR+DauE8XefMAg4E7gDOC86PeDgEAMY1PgemB1Xl4e5513Xos98LRp0xg4cCAAa9bczbrP72+xxzYtLxBwFUZshJh8FpZUcOoHn1LZ2EiPnFSe/e44ivKzj+oxAl4PD08tooMbYc7HvX+ZFpbQCVFEcoDHgL/hFpc7AwNUdUX057kiMkFV16pqrqqOV9VCVR0Q/T5XVWN9Wr0cOE9VywcNGsRJJ510XA/WVKT7hBNOQLWRVZ/8iI1fPNYykZqY8fvCgBX2Tlarq2oZtWgVO+rqyU4NMOs/RnP6oLwj/v2fTRrIMJdENwKX4WqNmxaW0AkRNzrsg9ty/BNgFG6kCNCIm7LsLCKvicgLB7m8JiIXxDjOT0RkKsCpp556RD0LD8Tn83HTTTfRpUsXIpE6lq+Ywdatz7RooCY2/P4wYM2Bk9muhkaGv7eSzyqrCfm9PDx1OFeO7XnY35syOp8pY3qiqrW4GTA7SxUjCX8wf28ikq2qJfGO4xBmAr+oqanhscceY+fOI68PEAqFmDFjBunp6TQ0VvHxx9dRUrIodpGaFjVu7AJSUnpw46oNPLu9Lb9ETWv469DejM/JBOCRt9Zx79xPOdBb8che2cz6jzFNh/CvBJ5ozTiTTaKPEPfRxpMhuOo5z4ZCIS6//HJSUlKO6JcyMzO59dZbSU9Pp76+hKVLp1oyTDBNnS522wjRAJd+9DlPbN6JqnL9N/rwu0tOJODd9+24WziFR6YOb0qG92PJMObaVUJMABFcn7IlOTk5XHLJJXi9hz6b1KlTJ2666SZCoRA1tdv4cMlllJV91CrBmpbj9brel8W2hmiivr96E/+5zrWQOvfEbvzPd0aRGXLFtjJDPh6/emTTJpp5wA/jGWuysITY+iqBc1V1a69evTjnnIMXmejevTvXXXcdfr+fqqoNfPjhxVRWxrYwuIkNV2XQdpmafT30xQ6uX7mBRlXG9unAM9ePIz8nlUeuGE7fvAxwZ6Uvwe2JMDHWrtYQE8wIVX1bRFLmz5/PwoUL9/lhQUEBl19+uSvSXf4Jyz66irq6WNYkN7HUVNi738LllNoo0exneEYqzxUVEPR4qG+M4Pd6UNVtIjIG2BDv+JKFjRDjZ7GIXKGqeuqpp1JUVLTnB65It0uGu3cvZsnSyywZJjCPJ4CI0KhKmSVDcwAflldx0r8+oTayJxmqiHybFkqGItJFRIbudd17oO+j18Mt8ZyJyHf4u5gYejZa3u3Bc845h6qqKsLhMKeffjoiws6dC1i+4kYiEWsmm8hCIVfYe3d9IzYfYw7mmx2yCHr2JMNfAC25c+52YL2I7AZ2Aa+KSDaueMinwMWwp03eGyIS6zZ5bZIlxPh7CMj1eDw/veiii/B4PIgI27bPYdWq71td0nYgFOoGQIkV9jYHMalTFv9Z6F4nIvIdXDnKFhEd8eUDHwPXAUvZt8ZjbnS26gn2bZMXBjar6uSWiqWtS8qEKCIh4HRVfTF6PaCqByzyLSJhVd0d45DuAoZ6PJ7JrmPFK6xceTtWl7R9SGlKiFbH1BzA18PpPDSwZ1M7px/Tgskw6kZgEzAOqAD6A4/iugSlANuB/L3a5F0NICKzgftaOJY2LVnXEC8AThORESISBJ6KtoZaICJbRaQH7DN9EJtWFc0UuFhENgNkZ48lNfWEGD+laS3BUGfAziCarxoXTufJIb0JuILd/we4JwZPcw/QE0jFdfeZhesj68G991Th6qO2dpu8NifpEqKICHA17gXxJK4m4JXAaao6HniF5v5ie08fLBaRF2MYWh1QAMwNBHIYduL/EAp1j+HTmdbSXNjbRoim2ZisNJ4c0psUd/D+cVzHnhZfZlbVRuAk4DTgUtwRjs24rkBLcdOii4lPm7w2JRmnTK/ANRCeDXTBfWq6FLhQRJRoV4w4TR/U4GoVzg2FupxcNOwpliydQk3Nphg/rYmlgD8HsObAptnorDSeGtqbVJcM/wxMJ7ZrJHNx06XrcdOkl+PORANkisgXMXzuhJGMCfHvwP/FzaOvwLVR2Upzb7EG3EhtBDBWRM4EukVv/28RGQicFMMuGVW4hsfzUlK6jx5eNJslS6dSXW1HkRKV3+9a/dgI0QCMykpj1tDepLkqVX8hxskweqyiV/TqYNxg4Jc0zxD+ENcGb+82eU3veWOBgcS2TV6bkXQJUVW3ikgXYAAuKb6gqg/Ans02W1T1HRHZhJvG+BUwGffpaj6uq0aspw/KgG8Br4ZCXb9eVDSLJUumUF29PsZPa2LB788CrEqNgZFZacwasicZPgl8h9hXoekNvA7k4paKOkcvTcWUewCqqmuj90laSZcQo5bhpg4WAJeJyB9xSc4LTBCRTOCNeAUXVYZrZvxKKNj5FDdSnEJV1edxDsscLa83HXDnEE3yGpGZyuwhvUn3ecFtbLmK1inJVo57r1usqvUi0gf4Nc17JfoBk0TkXFzCPJAg8KiqPhfrYOMpKUu3icjzQFPL6ieAN3FTAuuBR1T1KhEpwB2MXUXz9MF23PRBLKdM95cGzAEm1NXtZMnSqVbPNMGccvIS/P4sLly2lndKKuIdjomDEZmpzB7ahwyXDGfjNvLZlEEbk4y7TMPA73EvyqW4TTW1uM02e6jqWlXNVdXxqlqoqgOi3+e2YjIEt/B9DvD3QKAjRcNmkZ4+oBWf3hwvjycI2Bpisvpmh0yeObGgKRk+jSXDNivpRogiUog7h/gBsExVi/f62TRgNG5EdjNta/ogBDwPnNHQUMHHy6+npOS9Vnx6c6wmTliNiJeiRSvZUmuVh5LJZZ1zuK9/D3zu0P3jwLVYMmyzki4hHoqITASWq+qOeMdyEEHcrrSLI5F6Vn3yfbZvnxPvmMxhNHW66P3Wx1RFrPpQsrilZx539O7SdPVXwExicM7QtJykmzI9FFX9RxtOhuBGrJcBD3g8fgYPeoD8HtfEO6aYKyluoKEhMd9HfL4wIkJNY8SSYZLwAHcXduOO3l1QN+K4EXeUITFfxEnEEmLiiQC3Ad8DKCz8MYUFPwYkrkEdrZLiBm69ZQsAFRUR7vjRVn74g6387KfbqK9XXnihlO9+dzPV1RE+WFyNz5dY/74mKSk9ACvsnSyCHuGPg3pxdfdOqGqtiFyE27NgEoAlxMR1P3C5qtbn51/D4EG/QyQxzs6Wlzdy73/toKbGjZjmzy/nwguzuPe/upCd4+WDD6pYt7aOs87M4LPPagmFEjMZAqREy+/Zhpr2L9Pn5a9D+3BObhhVLRWRbwHPxjsuc+QsISa22SJypqqW5+WdTdGwJwj4O8Q7psPyeIQ778wjNc29/CZPzmL4iFQASndHCIe9qEJDo/Lh4mpGjUqNZ7jHJRjqCtgZxPauZyjAS8MKGBtOR1U3i8jJwNvxjsscHUuIiW++iJyiqpvC4RGMHPkiGRlfi3dMh5SW5iE9/asvvVUra6ioaGTgwBDDR6Twz39W0bGTl5kzt7NsaXUcIj1+wUAeAMVWpeagGot3oQ2Ju/t2fE4Gr4/oS//0FIBPRGQcrnC2STCWENuHZSIyElgUCnVheNFfycs7N94xHZWyskYefHAn3/u+6wwxYUI6V16ZTXq6l9GjU1i4sPIwj9A2BYOuc1iyrSE2Fu+i+JbvAKCNDey49EyKb5tO8W3Tqf98DVXP/5VdN0xBq6upW7wI8fnjHPGxmZGfy1NDehP2+wBewtX+3BjfqMyxStbSbe3RNmAi8KDXG5o+eNBvyUgfwNp199HWGw3X1yu//MV2rrkmh7y85jfGzZvr6d7dT0VFI5EE3Z/nj3a6SKY1xEh5GWX3/hStdqP6hnVrCE08g4xrb9lzn6rnZpFy1vnUf7YSCaUc7KHarFSvh9/1z2dSbrjpprtwBbPb9h+bOSQbIbYvtbiDvzeqakPPntcydOhj+HyZ8Y7rkF57rZw1a+p4atZubr99C2++WUFlZYScbC89ewZ49ZVyiooS700TwO8PA0lW2NvjIWvmPUhaGgD1nyyn9r232XXDVErvuwttbMAtEjdQu/g9gqO+HueAj06vlACvFBUyyW2eKccV//85lgwTnh3Mb7/Gq+ozItKxqmoDK1beTHn5injHlHTGjplPamovbvtkI7O3FR/+F9qR4tumk/Pbx6j/dCWeTrl4O3Si9O47CZ5yGtTVUj33JYLjvkHtwvmkTZlOYNjIeId8WBNzMvj9wJ5NU6SfAecBn8Y1KNNibITYfi2IrisuS03tyYjhf6NH96viHVPS8frcKCmZmwP7ehfi7eDWhv39BtK4eSOhCaeTNu06JD2DwOiTqXl7fpyjPDQPcGvPPJ7cd71wNJYM2xVLiO3betwi/0Mej5++fWcy5Gt/wOcLxzeqJOL1uKneZFpD3F/p3XdSv+4ztLGRmncW4OvTF4DGTRvxde2OBAKgbXe2sXvQz7PDCvhR7y54XE3Su4DzgdK4BmZanCXE9q8GmAFcoKq7O3U6jdGjXiacNSLecSUFj8cVS0iqNcT9pF95LWV3z6T42ksJDBpCcPgYIpUVeHI64u3Zm+qXnyVQNDreYR7Qeblh5o/q33S+cDtwJrZe2G7ZGmJy6YlrezVWtZHP//071q9/GPvbjp2JE9Yg4mHwOyvYmcRJMdFkeD38um93Luqc03TTS8B0oC3XOjbHyUaIyWUD8A3gHhEvfXrfzvCi2aSk9IpzWO2Vh6Yas7uTeA0x0YzKSuMfI/tzUeccVLUauB63ecaSYTtnCTH51AN3AKer6tZweASjR71Cjx5XYy+HlhUKdUZEKGtoJEGbdSQVn8APTujM88MK6JESAFgiIkXAH7BOFUnB3gGT1zwRGQT8xesN0bfwThsttrBQKB9I7vXDRDEwLcScokJu79UZj0t+9+A2pNku0iRiCTG5lQDTgEk2Wmx5KaFuQHLvMG3rUj0eZvbpwryR/RiWmYaqfiEiE3CzKHXxjs+0LnvXMwAvH2i0mJbWN95xJbRg0HVLT7Y6poliYk4GC0b148b8PLxuVPi/RWQw8Fa8YzPxYQnRNGkaLZ7bPFqcQ0HBHXi96fGOLSEFg7mAjRDbmtyAjz8M7MmsoX3ITwmCK44/GrgFKItvdCaeLCGa/c2JjhYfAm+kZ/50xo6ZR17epHjHlXD8Adeb0tYQ2wYBpnXtwDujBzA5LxtVrQK+B4wEPohvdKYtsIRoDqQEmBEt/favYDCPwYMeYNiwJ0lLLYh3bAkj4M8GbITYFgxJT+GlokLu7deDTJ8X4BURGQjcD9gnFgNYQjSHtgQYB0xX1V052WMZNeplCgruwOfLiHdsbZ7PnwXYCDGeeoQCPDQgn3kj+zEyKw1V3QpcCEzCncs1Zg9LiOZwIsCfRKQv8IiIT3vmT2fc2AXk97hmT2ky81VNHxpKGmyE2NrCPi8/69OVd0b359vugH0tcJ+IDACexc4VmgOwhGiOVDFwg4iMAt7y+8MUFv6YMWPeoHPn87GX0ld5PamAjRBbU0CE63t04r0xA7ghP5egxwPwlIj0A36AFeQ2h2DvYuZoLQYmAGcDy1NC3Rg08DeMGjWHDh3GxzeyNsbrDQKWEFuDAOfnhnlndH/uKuhGtmvR9A9gODAVmx41R8ASojkWCrwKDMMd1diYkd6fE4f+iaJhT1knjSiRpk4XNmUaKwKc3jGTucP78vCgXk3HKFYAZwGn4dbBjTki1u3CtIQQcKOq/kREsgFKSv7Jv9c/SEnJe3EOLX4mTliLiNB34XLKbB2xRXkFJudmc3N+Lv3TXc9JVd0qIjOBPwP2H9wcNUuIpiWFgVtV9RYRCQPs3v0h6zc8zK5db8Y1sNbm8aQwYfwKGiJK97c+inc47UbQI1zcOYcZ+bn0dKNBgE3Ab4BHgaq4BWcSniVEEwtZwAxVvV1EcgAqKj5j/YZH+PLLV1Bt/x/e01ILGTNmLjvr6hn87sp4h5PwUr0eruzaget75NI56G+6eQ2uCPeTWN1R0wIsIZpYSgeuBf4X0BWgpmYrmzY/xZYtT1NfXxzX4GKpY4eJDB36KKsrazjlfWuYcKw6BXxM69qRa7p3bNooA/AR8Gvc8Yn2/+nKtBpLiKY1BHE7/X4A9AWIROrYvv1lvtj0F8rLl8c1uFjo3m0q/fr9nPdLKzh3ydp4h5NwRmWlcXW3jpzdKYuAZ8/ev3eBXwFzsXOEJgZ8h7+LMcetFvgT8DjwTWCGiP/sLl0ukC5dLqC0dClfbPoLX345F9X2MfMVCHYGbIfp0Ujzejg/N5urunVkcMaejTIR4CXgt8Db8YzPtH+WEE1rigCvA6+LSB/gBlW9JitrWDgraxh1hT9h27YX2brtOSoqEnuaMRjoBNgZxCMxLCOVKV07cH5emDSvFwBV3SEij4rIH4CN8Y3QJAubMjXxlgpMAW4CvtZ0Y3n5KrZue57t216krn5X3II7VkOGPEqnjhN5eOOX/HzdlniH0+Z0Dfo5NzfMhXk5e0aDUW8DfwT+hptZMKbV2AjRxFsVbrv8Y7g2PNNU9bKMjIHZGRkDKSz4Ibt2vc3Wbc+zc+cbRCKJMaW6p9OFNQfeo1PAx6ROYSbnhhkdbu6xqaq7ROTPuNdAYk8NmIRmCdG0FQq8D7wvIrfjSsNNA+9ZHTtO9HXsOJGGhgp27XqLHTvmsXPXAhobK+Ib8SH4fJmArSHm+L2c1THM5Lww48LpeEUAUNUaEXkZeFpE5mCjQdMGWEI0bVEt8BzwnIjkApcCV/p86cPz8s4mL+9sIpE6iovfZceOeezYOZ/6Njat6vWmAcm5hpgX8DExJ5NJuWFOzs7A79mTBOuB12hOguXxjNOY/dkaokkkJwDnAReo6tdF3HBDtZHdpR+ya+ebFJcsorx8JfHelX/KyUvx+zP59tK1vLu77Y5kW0LQI4zKSmNCTiYTcjIYkN68JqiqjSLyd+Bp4AVgd3yiNObwLCGaRJUHnAucr6qnicie8iV1dcWUlLxHcckiiovfoaZmU6sHN/4bq/B6g0x8/1NWVda0+vPHWp+UIONzMpjYIZNx4XRSvM19AlS1UkTeBObgRvo74xWnMUfDEmKSEpEOQLaqrt3rtkJgre73ohCRsKrubuUQj0YWcAbujOM3gfy9f1hVvYGS4kXsLl1MaekyqqvXxzygiRNWI+Jl2KKVbK2tj/nzxZJXYEBaCsMzUynKTGNsOK2pq8TePsIdmH8dWIStCZoEZAkxSYnIL3H1H59X1RXR224EPlbVhXvdLx1YAJyhqonwSV+APrjEeBowEVd0fI/6+hJKSz+irGwZpWXLKCv7iIaGshYNoqnTRa+3PqImklh/Y50DfooyUxme5RLg0IwUUqPnA/eyC5iHS4DzgK2tHacxLc0SYhISkQxgFi7RhYEXcd0ChObFt9+o6ssi8jjQH6iM3nezqk5u5ZCPhxcowiXGMdFL5/3vVFm5jorKz6isXENlxWoqKtdQXb0B1aPfFOP353DKyR9Q1Rih99sfH2/8MRPyCH1SQxSkBumbGqJfWohhmal0CwUOdPe1wD+BfwHvAcuwOqKmnbFdpsnpZuAT3NRiOdAN+KOqzgIQkZOAPtHecp+q6tXR22cD98Un5GPWCHwQvYBL+j1wiXE0MEZVi9LS+oTS0vrs84uRSB1VVf+msnINFZVrqKn+gpqazVTXbKau7suDdu1ICbkZ27aww1SADn4ffVKDFKQGKUwLUZgaojA1SPdQAE/0GMR+SnGJ71+4JPg+tg5okoCNEJNQdAPK/8ON+jbjKoOMw40EwZXK+hCYCYwFVuGSZgOwHRgInKSqq1s38pgJAIOAwdGvTZcTDvYLkUgDtbXbqKnZTE3NFmpqNlNXt5O6+mLS0vrS+4QZrK6s4YzFq6mKRFo0WA+Q4vWQ5vXQ0e+jc9BPXsBPXtBPXsAX/equ5wZ8exfH3oeqNojIWtyHo0+jXxcDn+HK7BmTVCwhJikR2YYbPdUAp+LWhKqjP/YB9biR1OO4DgOTgQpgPvAT4GpVXd+6Ube6dGAALjkOAHoBPaOXr0y7Hkx9RClraKS0oZG6SIQGhUZVGva5NN/WqO4oQ4rXQ6rXQ6rHs8/3Ie+BE9wh7Mb1DmxKek1f1+H+P7dbCbAhzLQhNmWavObiEtx63KBjJvAt3Czbq8DDcYus7ahg3+nWvYVwHxiaEmQ+kAt0Agpwo+1GQPweSekQ8NEh0GJ/booreVcJ7AC24Da1HOjrNpo/6LQLInIhoKr6bPR6Bq692BZgnqpWR29PB94QkUTZEGbizEaISUhEvLiRXpMpuER4O5CjqldF71eA20Lf3qdMYy2IOxqSjZue9R3BpRaX8CppTn5NlxriXXkgTqKv3eeAz4EGVf2+iEzHTfnvAt5X1Wei9030DWGmldkIMTn1wpXQysK9sXbEdbZ/DrgiusY4VlXfxo16zPGpBb6MXszxuRlYiftwVi8iU4ErcIUaaoDRIlIBjCDxN4SZVmYJMTntBGap6hcAIvJ7YLuqzheRsbjdhY+LyB0c/IB1EHhUVZ9rlYiNcR7HlYGrxs1WPI0beb8E+IFzgGJcQhwrImfSPLvx3yJisxvmoGzK1CAiQVW1yiImIey3IewB3Af7M4GLgRtw0/wbSO4NYeYYHPV2NdP+WDI0CWYu8Dxu49ccIAUoAe4HKlT1rTjGZhKYTZkaYxKGiHhwa+Dgzo3uxq1zb8QVmXg9+jMf7rjMnTRPmY7FbQg7YCkeY2zK1BiTMKJF6UcBfXFnQ18FXgYeBFKaNtEYcywsIRpjEoaIDMYVbX8XWA5Mil7fiTsbmoKrtHMGtiHMHCVLiMaYhCUi/YFNqloRvd4FqFPVXfGNzCQiS4jGGGMMtsvUGGOMASwhGmOMMYAlRGOMMQawhGiMMcYAlhCNMcYYwBKiMcYYA1hCNMYYYwBLiMYYYwxgCdEYY4wBLCEaY4wxgCVEY4wxBrCEaIwxxgCWEI0xxhjAEqIxxhgDWEI0xhhjAEuIxhhjDGAJ0RhjjAEsIRpjjDGAJURjjDEGsIRojDHGAJYQjTHGGMASojHGGANYQjTGGGMAS4jGGGMMYAnRGGOMASwhGmOMMYAlRGOMMQawhGiMMcYAlhCNMcYYwBKiMcYYA1hCNMYYYwBLiMYYYwxgCdEYY4wBLCEaY4wxgCVEY4wxBrCEaIwxxgCWEI0xxhjAEqIxxhgDWEI0xhhjAEuIxhhjDAD/H5BChi9ccvMJAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "df02=pd.read_excel(\"待处理数据分类汇总.xlsx\")#导入Excel文件\n",
    "figure=plt.figure()##创建制图板\n",
    "#显示中文字体为简体\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "x=df02[\"物品\"]##将物品列设为X轴\n",
    "y=df02[\"销售数量\"]#将总利润列设为y轴\n",
    "plt.subplots(figsize = (8,8))##设置画板大小\n",
    "plt.pie(y,labels=x,autopct=\"%.0f%%\",\n",
    "        pctdistance=0.85,radius=1.0,\n",
    "        labeldistance = 1.1,\n",
    "        wedgeprops={\"width\":0.5,\"linewidth\":2,\"edgecolor\":\"w\"})\n",
    "##wedgeprops用于设置环形图的参数，width为宽度，linewidth为边柜粗细，edgecolor为边框颜色\n",
    "plt.title('销量环比',c=\"g\",fontsize=15) ##加上标题\n",
    "plt.savefig('销量环比图1.png')##保存在当前文件夹中\n",
    "plt.show()\n",
    "app=xw.App(visible=True,add_book=False)##后台操作Excel\n",
    "workbook=app.books.open(\"待处理数据分类汇总.xlsx\")\n",
    "worksheet=workbook.sheets[0]\n",
    "worksheet.pictures.add(os.path.join(os.getcwd(),'销量环比图1.png'),left=200)##使用OS库绝对路径会才不会报错\n",
    "workbook.save()\n",
    "workbook.close()\n",
    "app.quit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f026fa89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>交易编号</th>\n",
       "      <th>销售数量</th>\n",
       "      <th>单位售价</th>\n",
       "      <th>单位成本</th>\n",
       "      <th>总收入</th>\n",
       "      <th>总成本</th>\n",
       "      <th>总利润</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>物品</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>带鱼</th>\n",
       "      <td>18355</td>\n",
       "      <td>8529.0</td>\n",
       "      <td>203.80</td>\n",
       "      <td>79.02</td>\n",
       "      <td>46194.06</td>\n",
       "      <td>16091.42</td>\n",
       "      <td>30102.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>石榴</th>\n",
       "      <td>38664</td>\n",
       "      <td>59373.0</td>\n",
       "      <td>415.64</td>\n",
       "      <td>167.60</td>\n",
       "      <td>339411.70</td>\n",
       "      <td>135185.18</td>\n",
       "      <td>204226.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>苹果</th>\n",
       "      <td>42491</td>\n",
       "      <td>71488.0</td>\n",
       "      <td>505.26</td>\n",
       "      <td>180.50</td>\n",
       "      <td>409829.72</td>\n",
       "      <td>145062.54</td>\n",
       "      <td>264767.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>萝卜</th>\n",
       "      <td>35689</td>\n",
       "      <td>61306.0</td>\n",
       "      <td>447.14</td>\n",
       "      <td>161.38</td>\n",
       "      <td>385025.10</td>\n",
       "      <td>135305.36</td>\n",
       "      <td>242337.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>葡萄</th>\n",
       "      <td>40988</td>\n",
       "      <td>63647.0</td>\n",
       "      <td>342.60</td>\n",
       "      <td>132.56</td>\n",
       "      <td>285285.34</td>\n",
       "      <td>115894.50</td>\n",
       "      <td>169390.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西葫芦</th>\n",
       "      <td>43092</td>\n",
       "      <td>77674.0</td>\n",
       "      <td>439.68</td>\n",
       "      <td>177.70</td>\n",
       "      <td>384167.00</td>\n",
       "      <td>157655.00</td>\n",
       "      <td>222522.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鱿鱼</th>\n",
       "      <td>22073</td>\n",
       "      <td>10033.0</td>\n",
       "      <td>279.60</td>\n",
       "      <td>113.58</td>\n",
       "      <td>57042.14</td>\n",
       "      <td>26228.94</td>\n",
       "      <td>30813.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鲟鱼</th>\n",
       "      <td>20772</td>\n",
       "      <td>10875.0</td>\n",
       "      <td>254.28</td>\n",
       "      <td>109.14</td>\n",
       "      <td>60776.94</td>\n",
       "      <td>25430.44</td>\n",
       "      <td>35346.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鲩鱼</th>\n",
       "      <td>39997</td>\n",
       "      <td>69937.0</td>\n",
       "      <td>434.54</td>\n",
       "      <td>178.30</td>\n",
       "      <td>359828.02</td>\n",
       "      <td>148310.54</td>\n",
       "      <td>211517.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鲮鱼</th>\n",
       "      <td>74263</td>\n",
       "      <td>85852.0</td>\n",
       "      <td>886.82</td>\n",
       "      <td>362.34</td>\n",
       "      <td>513579.76</td>\n",
       "      <td>198582.80</td>\n",
       "      <td>311298.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鳕鱼</th>\n",
       "      <td>19557</td>\n",
       "      <td>9231.0</td>\n",
       "      <td>251.32</td>\n",
       "      <td>98.54</td>\n",
       "      <td>51472.02</td>\n",
       "      <td>18872.98</td>\n",
       "      <td>32599.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>鳜鱼</th>\n",
       "      <td>33477</td>\n",
       "      <td>58312.0</td>\n",
       "      <td>336.58</td>\n",
       "      <td>139.70</td>\n",
       "      <td>306598.26</td>\n",
       "      <td>127307.66</td>\n",
       "      <td>179290.60</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      交易编号     销售数量   单位售价     单位成本        总收入        总成本        总利润\n",
       "物品                                                                  \n",
       "带鱼   18355   8529.0  203.80   79.02   46194.06   16091.42   30102.64\n",
       "石榴   38664  59373.0  415.64  167.60  339411.70  135185.18  204226.52\n",
       "苹果   42491  71488.0  505.26  180.50  409829.72  145062.54  264767.18\n",
       "萝卜   35689  61306.0  447.14  161.38  385025.10  135305.36  242337.74\n",
       "葡萄   40988  63647.0  342.60  132.56  285285.34  115894.50  169390.84\n",
       "西葫芦  43092  77674.0  439.68  177.70  384167.00  157655.00  222522.00\n",
       "鱿鱼   22073  10033.0  279.60  113.58   57042.14   26228.94   30813.20\n",
       "鲟鱼   20772  10875.0  254.28  109.14   60776.94   25430.44   35346.50\n",
       "鲩鱼   39997  69937.0  434.54  178.30  359828.02  148310.54  211517.48\n",
       "鲮鱼   74263  85852.0  886.82  362.34  513579.76  198582.80  311298.96\n",
       "鳕鱼   19557   9231.0  251.32   98.54   51472.02   18872.98   32599.04\n",
       "鳜鱼   33477  58312.0  336.58  139.70  306598.26  127307.66  179290.60"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1440x1440 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd ##导入pandas库\n",
    "import xlwings as xw ##导入Xlwings库\n",
    "\n",
    "df01=pd.read_excel(\"待处理数据.xlsx\")#导入Excel文件\n",
    "df02=df01.groupby(\"物品\").sum()##以物品作分类汇总\n",
    "#显示中文字体为简体\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False  #显示负数符号\n",
    "df02"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "1c54de0b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-40-a683b80f8355>:29: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "  df03 = df01.groupby('物品')['总收入','总利润'].agg({'总收入':'sum','总利润':'sum'})\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#制作数据仪表盘\n",
    "figure=plt.figure(figsize=(18,15))   #设置图的整体大小\n",
    "#制作第一个图表，柱形图：\n",
    "x=df02.index##将物品列设为X轴\n",
    "y=df02[\"销售数量\"]#将总利润列设为y轴\n",
    "plt.subplot(3,2,1)#设置子画板大小，2×2边长的第一个子图\n",
    "##设置每条柱子的颜色\n",
    "color=[\"b\",\"c\",\"g\",\"k\",\"m\",\"r\",\"y\",\"grey\",\"gold\",\"darkviolet\",\"plum\",\"salmon\"]\n",
    "plt.bar(x,y,color=color,label=\"销售数量\") ##设置图例名称\n",
    "plt.legend(loc='upper right',fontsize=8) ##设置图例位置和大小，upper right为右上，upper left为左上\n",
    "for a,b in zip(x,y): ##加上数据标签，zip是内置函数，打包成一个的意思\n",
    "    plt.text(a,b,(\"%.0f\"%b),fontdict={\"family\":\"KaiTi\",\"color\":\"b\",\"size\":8},ha='center', va='bottom')\n",
    "###text是数据标签的函数，格式为text(x,y,s,fontdict，ha,va)，x和y表示x轴和y轴，改成a和b是为了能更好区分，\n",
    "##s是标签的文本内容，%.0f表示取整数，%b表示y坐标值，\n",
    "##fontdict表示设置字体、颜色，字号，ha设置字体的位置，center表示中央，va设置字体底部对齐。\n",
    "plt.title('销量图',c=\"g\",fontsize=15) ##加上标题\n",
    "\n",
    "##制作第二个图表，环形图：\n",
    "plt.subplot(2,2,2)#设置子画板大小，2×2边长的第二个子图\n",
    "plt.pie(y,labels=x,autopct=\"%.0f%%\",\n",
    "        pctdistance=0.85,radius=1.0,\n",
    "        labeldistance = 1.1,\n",
    "        wedgeprops={\"width\":0.5,\"linewidth\":2,\"edgecolor\":\"w\"})\n",
    "##wedgeprops用于设置环形图的参数，width为宽度，linewidth为边柜粗细，edgecolor为边框颜色\n",
    "plt.title('销量环比',c=\"g\",fontsize=15) ##加上标题\n",
    "\n",
    "##制作第三个图表\n",
    "plt.subplot(3,2,3)#设置子画板大小，2×2边长的第三个子图\n",
    "df03 = df01.groupby('物品')['总收入','总利润'].agg({'总收入':'sum','总利润':'sum'})\n",
    "x1=df03.index #x轴\n",
    "y1=df03[\"总收入\"] #y主轴数据\n",
    "y2=df03[\"总利润\"] #y次轴数据\n",
    "plt.bar(x,y1,color=color,label='总收入')  #柱形图\n",
    "for a,b in zip(x,y1):  #添加数据标签\n",
    "    plt.text(a,b+0.1,'%d'%b,ha='center',va='bottom')  #在x,y1+0.1的位置上添加GMV数据 ， '%d'%y 即标签数据, ha和va控制标签位置\n",
    "plt.legend(loc=1)  #显示图例，loc=1为右上角\n",
    "#组合在一起\n",
    "plt.plot(x,y2,label='总利润',color='b')  #订单折线图，蓝色\n",
    "for a,b in zip(x,y2):  #添加数据标签\n",
    "    plt.text(a,b+0.2,'%d'%b,ha='center',va='bottom')  #在x,y2+0.1的位置上添加订单数据 \n",
    "plt.legend(loc=1)  #显示图例,loc=1为右上角\n",
    "\n",
    "plt.title('收入&利润走势',c=\"g\",fontsize=15) ##加上标题#\n",
    "plt.savefig('销售走势仪表板.png')##保存在当前文件夹\n",
    "plt.show()\n",
    "###导入Excel中\n",
    "import os\n",
    "app=xw.App(visible=True,add_book=False)##后台操作Excel\n",
    "workbook=app.books.open(\"待处理数据分类汇总.xlsx\")\n",
    "worksheet=workbook.sheets.add()##新建工作表，如果改为sheets[0]就表示当前工作表\n",
    "worksheet.pictures.add(os.path.join(os.getcwd(),'销售走势仪表板.png'),left=500)##使用OS库绝对路径会才不会报错\n",
    "workbook.save()\n",
    "workbook.close()\n",
    "app.quit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "37338114",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##制作第二个图表，环形图：\n",
    "plt.subplot(2,2,2)#设置子画板大小，2×2边长的第二个子图\n",
    "plt.pie(y,labels=x,autopct=\"%.0f%%\",\n",
    "        pctdistance=0.85,radius=1.0,\n",
    "        labeldistance = 1.1,\n",
    "        wedgeprops={\"width\":0.5,\"linewidth\":2,\"edgecolor\":\"w\"})\n",
    "##wedgeprops用于设置环形图的参数，width为宽度，linewidth为边柜粗细，edgecolor为边框颜色\n",
    "plt.title('销量环比',c=\"g\",fontsize=15) ##加上标题\n",
    "plt.savefig('销量环比图.png')##保存在当前文件夹中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e97d3ced",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-23-fa4d48184359>:3: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "  df03 = df01.groupby('物品')['总收入','总利润'].agg({'总收入':'sum','总利润':'sum'})\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "##制作第三个图表\n",
    "plt.subplot(2,2,3)#设置子画板大小，2×2边长的第三个子图\n",
    "df03 = df01.groupby('物品')['总收入','总利润'].agg({'总收入':'sum','总利润':'sum'})\n",
    "x1=df03.index #x轴\n",
    "y1=df03[\"总收入\"] #y主轴数据\n",
    "y2=df03[\"总利润\"] #y次轴数据\n",
    "plt.bar(x,y1,color=color,label='总收入')  #柱形图\n",
    "for a,b in zip(x,y1):  #添加数据标签\n",
    "    plt.text(a,b+0.1,'%d'%b,ha='center',va='bottom')  #在x,y1+0.1的位置上添加GMV数据 ， '%d'%y 即标签数据, ha和va控制标签位置\n",
    "plt.legend(loc=1)  #显示图例，loc=1为右上角\n",
    "#组合在一起\n",
    "plt.plot(x,y2,label='总利润',color='b')  #订单折线图，蓝色\n",
    "for a,b in zip(x,y2):  #添加数据标签\n",
    "    plt.text(a,b+0.2,'%d'%b,ha='center',va='bottom')  #在x,y2+0.1的位置上添加订单数据 \n",
    "plt.legend(loc=2)  #显示图例,loc=2为左上角\n",
    "plt.title('收入&利润走势')  #图表标题\n",
    "plt.savefig('收入&利润走势图.png')##保存在当前文件夹中\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
